{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  DDPG Crypto-Currency Trading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.finance as mpf\n",
    "from matplotlib.pylab import date2num\n",
    "from HuobiServices import *\n",
    "from DataUtils import *\n",
    "import talib\n",
    "import tensorflow as tf\n",
    "from tqdm import tqdm\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [],
   "source": [
    "lmap=lambda func,it: list(map(lambda x:func(x),it))\n",
    "lfilter=lambda func,it: list(filter(lambda x:func(x),it))\n",
    "z_score=lambda x:(x-np.mean(x,axis=0))/(np.std(x,axis=0)+1e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 400,
   "metadata": {},
   "outputs": [],
   "source": [
    "# assets=['kan','eos','wicc']\n",
    "assets=assets=['bat']\n",
    "asset_data=lfilter(lambda x:x[1] is not None,lmap(lambda x:(x,kline(x,interval='15min',count=2000)),assets))\n",
    "asset_data=lmap(lambda x:(x[0],generate_tech_data(x[1],close_name='close',high_name='high',low_name='low',open_name='open')),asset_data)\n",
    "asset_data=dict(asset_data)\n",
    "asset_data=pd.Panel(asset_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 408,
   "metadata": {},
   "outputs": [],
   "source": [
    "#####################  hyper parameters  ####################\n",
    "\n",
    "LR_A = 1e-3    # learning rate for actor\n",
    "LR_C = 2e-3   # learning rate for critic\n",
    "GAMMA = 0.99     # reward discount\n",
    "TAU = 0.05      # soft replacement\n",
    "MEMORY_CAPACITY = 200\n",
    "BATCH_SIZE = 128\n",
    "\n",
    "###############################  DDPG  ####################################\n",
    "\n",
    "class DDPG(object):\n",
    "    def __init__(self, a_dim, s_dim,):\n",
    "        tf.reset_default_graph()\n",
    "        self.memory = np.zeros((MEMORY_CAPACITY, s_dim * 2 + a_dim + 1), dtype=np.float32)\n",
    "        self.pointer = 0\n",
    "        self.sess = tf.Session()\n",
    "\n",
    "        self.a_dim, self.s_dim = a_dim, s_dim\n",
    "        self.S = tf.placeholder(tf.float32, [None, s_dim], 's')\n",
    "        self.S_ = tf.placeholder(tf.float32, [None, s_dim], 's_')\n",
    "        self.R = tf.placeholder(tf.float32, [None, 1], 'r')\n",
    "\n",
    "        with tf.variable_scope('Actor', initializer=tf.contrib.layers.xavier_initializer(uniform=True), regularizer=tf.contrib.layers.l2_regularizer(0.01)):\n",
    "            self.a = self._build_a(self.S, scope='eval', trainable=True)\n",
    "            a_ = self._build_a(self.S_, scope='target', trainable=False)\n",
    "        with tf.variable_scope('Critic', initializer=tf.contrib.layers.xavier_initializer(uniform=True), regularizer=tf.contrib.layers.l2_regularizer(0.01)):\n",
    "            q = self._build_c(self.S, self.a, scope='eval', trainable=True)\n",
    "            q_ = self._build_c(self.S_, a_, scope='target', trainable=False)\n",
    "\n",
    "        self.ae_params = tf.get_collection(tf.GraphKeys.GLOBAL_VARIABLES, scope='Actor/eval')\n",
    "        self.at_params = tf.get_collection(tf.GraphKeys.GLOBAL_VARIABLES, scope='Actor/target')\n",
    "        self.ce_params = tf.get_collection(tf.GraphKeys.GLOBAL_VARIABLES, scope='Critic/eval')\n",
    "        self.ct_params = tf.get_collection(tf.GraphKeys.GLOBAL_VARIABLES, scope='Critic/target')\n",
    "\n",
    "        self.soft_replace = [[tf.assign(ta, (1 - TAU) * ta + TAU * ea), tf.assign(tc, (1 - TAU) * tc + TAU * ec)]\n",
    "                             for ta, ea, tc, ec in zip(self.at_params, self.ae_params, self.ct_params, self.ce_params)]\n",
    "\n",
    "        q_target = self.R + GAMMA * q_\n",
    "        td_error = tf.losses.mean_squared_error(labels=q_target, predictions=q)\n",
    "        self.ctrain = tf.train.AdamOptimizer(LR_C).minimize(td_error, var_list=self.ce_params)\n",
    "\n",
    "        a_loss = - tf.reduce_mean(q)    # maximize the q\n",
    "        self.atrain = tf.train.AdamOptimizer(LR_A).minimize(a_loss, var_list=self.ae_params)\n",
    "\n",
    "        self.sess.run(tf.global_variables_initializer())\n",
    "\n",
    "    def trade(self, s, train=False):\n",
    "        action=self.sess.run(self.a, {self.S: s})[0]\n",
    "        action_index=np.arange(a_dim)\n",
    "        if train:\n",
    "            choice=np.random.choice(action_index,p=action)\n",
    "            action=np.zeros(a_dim)\n",
    "            action[choice]=1\n",
    "            return action\n",
    "        else:\n",
    "            select_action=np.argmax(action)\n",
    "            action=np.zeros(a_dim)\n",
    "            action[select_action]=1\n",
    "            return action\n",
    "\n",
    "    def learn(self):\n",
    "        self.sess.run(self.soft_replace)\n",
    "\n",
    "        indices = np.random.choice(MEMORY_CAPACITY, size=BATCH_SIZE)\n",
    "        bt = self.memory[indices, :]\n",
    "        bs = bt[:, :self.s_dim]\n",
    "        ba = bt[:, self.s_dim: self.s_dim + self.a_dim]\n",
    "        br = bt[:, -self.s_dim - 1: -self.s_dim]\n",
    "        bs_ = bt[:, -self.s_dim:]\n",
    "\n",
    "        self.sess.run(self.atrain, {self.S: bs})\n",
    "        self.sess.run(self.ctrain, {self.S: bs, self.a: ba, self.R: br, self.S_: bs_})\n",
    "\n",
    "    def store_transition(self, s, a, r, s_):\n",
    "        transition = np.hstack((s, a, [r], s_))\n",
    "        index = self.pointer % MEMORY_CAPACITY  # replace the old memory with new memory\n",
    "        self.memory[index, :] = transition\n",
    "        self.pointer += 1\n",
    "    def restore_buffer():\n",
    "        self.memory=np.zeros((MEMORY_CAPACITY, self.s_dim * 2 + self.a_dim + 1), dtype=np.float32)\n",
    "\n",
    "    def _build_a(self, s, scope, trainable):\n",
    "        with tf.variable_scope(scope):\n",
    "            net = tf.layers.dense(s, 128, activation=tf.nn.relu, name='l1', trainable=trainable)\n",
    "            net = tf.layers.dense(net, 64, activation=tf.nn.relu, name='l2', trainable=trainable)\n",
    "            a = tf.layers.dense(net, self.a_dim, activation=None, name='a', trainable=trainable)\n",
    "            a=tf.nn.softmax(a)\n",
    "            return a\n",
    "\n",
    "    def _build_c(self, s, a, scope, trainable):\n",
    "        with tf.variable_scope(scope):\n",
    "            s=tf.layers.dense(s, 128, activation=tf.nn.relu, name='l1', trainable=trainable)\n",
    "            s=tf.layers.dense(s, 64, activation=tf.nn.relu, name='l2', trainable=trainable)\n",
    "            n_l1=32\n",
    "            w1_s = tf.get_variable('w1_s', [64, n_l1], trainable=trainable)\n",
    "            w1_a = tf.get_variable('w1_a', [self.a_dim, n_l1], trainable=trainable)\n",
    "            b1 = tf.get_variable('b1', [1, n_l1], trainable=trainable)\n",
    "            net = tf.nn.relu(tf.matmul(s, w1_s) + tf.matmul(a, w1_a) + b1)\n",
    "            return tf.layers.dense(net, 1, trainable=trainable)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 411,
   "metadata": {},
   "outputs": [],
   "source": [
    "a_dim=asset_data.shape[0]+1\n",
    "s_dim=asset_data.shape[0]*asset_data.shape[2]\n",
    "ddpg = DDPG(a_dim, s_dim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 412,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 train_reward -0.04514045325992651 -3.0295606214715776e-05\n",
      "0 test_reward -0.008199313573539257 -1.876273128956352e-05\n",
      "1 train_reward 0.00217998066322158 1.4630742706185099e-06\n",
      "1 test_reward 0.04246341086977627 9.717027658987705e-05\n",
      "2 train_reward 0.240871262193762 0.00016165856523071276\n",
      "2 test_reward 0.1269890629859816 0.0002905928214782187\n",
      "3 train_reward 0.24337124405309998 0.00016333640540476508\n",
      "3 test_reward 0.17628504859862734 0.00040339828054605797\n",
      "4 train_reward 0.2654541335038373 0.00017815713657975656\n",
      "4 test_reward 0.08119226497316269 0.00018579465668915946\n",
      "5 train_reward 0.35284563224113075 0.0002368091491551213\n",
      "5 test_reward 0.19306108212198017 0.0004417873732768425\n",
      "6 train_reward 0.3244628196124451 0.00021776028161909068\n",
      "6 test_reward 0.20940030924381572 0.00047917690902474994\n",
      "7 train_reward 0.4158860014324191 0.0002791181217667242\n",
      "7 test_reward 0.31001335895388643 0.0007094127207182756\n",
      "8 train_reward 0.4516744717760242 0.00030313722937988204\n",
      "8 test_reward 0.2422841279558488 0.0005544259220957639\n",
      "9 train_reward 0.4385388203241278 0.0002943213559222334\n",
      "9 test_reward 0.26113269530158745 0.0005975576551523741\n",
      "10 train_reward 0.45732024398379706 0.0003069263382441591\n",
      "10 test_reward 0.27216367108902195 0.0006228001626751074\n",
      "11 train_reward 0.4956768771280532 0.0003326690450523847\n",
      "11 test_reward 0.268223607912788 0.0006137839998004302\n",
      "12 train_reward 0.4574438753570428 0.00030700931232016296\n",
      "12 test_reward 0.25168082269002934 0.0005759286560412571\n",
      "13 train_reward 0.47646706833073366 0.00031977655592666687\n",
      "13 test_reward 0.21278878124043138 0.00048693084952043794\n",
      "14 train_reward 0.3732415118823289 0.0002504976589814288\n",
      "14 test_reward 0.1811314274571487 0.00041448839235045466\n",
      "15 train_reward 0.37866432228008007 0.0002541371290470336\n",
      "15 test_reward 0.23029815709491983 0.0005269980711554229\n",
      "16 train_reward 0.37544955745578 0.00025197956876226845\n",
      "16 test_reward 0.1639538596968749 0.0003751804569722538\n",
      "17 train_reward 0.36240464990803717 0.0002432245972537162\n",
      "17 test_reward 0.21766085124254458 0.0004980797511271043\n",
      "18 train_reward 0.4344294482895288 0.0002915633881137777\n",
      "18 test_reward 0.2128793915165763 0.00048713819569010596\n",
      "19 train_reward 0.42056249533297935 0.0002822567082771674\n",
      "19 test_reward 0.2630616237862152 0.0006019716791446573\n",
      "20 train_reward 0.42126957186517516 0.00028273125628535246\n",
      "20 test_reward 0.2181702610199456 0.0004992454485582279\n",
      "21 train_reward 0.40811436903255505 0.0002739022610956745\n",
      "21 test_reward 0.24119916505749572 0.0005519431694679536\n",
      "22 train_reward 0.5090506427034852 0.00034164472664663435\n",
      "22 test_reward 0.3102376580135722 0.0007099259908777397\n",
      "23 train_reward 0.39236316595996035 0.0002633309838657452\n",
      "23 test_reward 0.18052320599268423 0.000413096581218957\n",
      "24 train_reward 0.5154099641098868 0.00034591272759052806\n",
      "24 test_reward 0.2784331438426746 0.0006371467822486833\n",
      "25 train_reward 0.39619124648459236 0.0002659001654259009\n",
      "25 test_reward 0.18017265662549783 0.0004122944087539996\n",
      "26 train_reward 0.3317606783756518 0.00022265817340647774\n",
      "26 test_reward 0.22154268824864434 0.0005069626733378589\n",
      "27 train_reward 0.28589133915090914 0.00019187338198047593\n",
      "27 test_reward 0.18828263178624935 0.0004308527043163601\n",
      "28 train_reward 0.3512921243745948 0.00023576652642590254\n",
      "28 test_reward 0.19726131678981496 0.0004513988942558695\n",
      "29 train_reward 0.33072611589805434 0.00022196383617319084\n",
      "29 test_reward 0.1948214367119423 0.00044581564464975357\n"
     ]
    }
   ],
   "source": [
    "normalize_length=10\n",
    "train_length=1500\n",
    "batch_size=30\n",
    "c=1e-4\n",
    "epoch=30\n",
    "train_r=[]\n",
    "train_mean_r=[]\n",
    "test_r=[]\n",
    "test_mean_r=[]\n",
    "for e in range(epoch):\n",
    "    train_reward=[]\n",
    "    test_reward=[]\n",
    "    test_actions=[]\n",
    "    previous_action=np.zeros(a_dim)\n",
    "    for t in range(normalize_length,train_length):\n",
    "        state=asset_data[:,t-normalize_length:t,:].values\n",
    "        next_state=asset_data[:,t-normalize_length+1:t+1,:].values\n",
    "        state=state.reshape((state.shape[1],state.shape[0]*state.shape[2]))\n",
    "        next_state=next_state.reshape((next_state.shape[1],next_state.shape[0]*next_state.shape[2]))\n",
    "        state=z_score(state)[None,-1]\n",
    "        next_state=z_score(next_state)[None,-1]\n",
    "        action=ddpg.trade(s=state,train=True)\n",
    "        r=np.sum(asset_data[:,:,'diff'].iloc[t].values*action[:-1]-c*np.sum(np.abs(previous_action-action)))\n",
    "        ddpg.store_transition(state[0], action, r, next_state[0])\n",
    "        if ddpg.pointer > MEMORY_CAPACITY:\n",
    "            if t%50==0:\n",
    "                ddpg.learn()\n",
    "        train_reward.append(r)\n",
    "        previous_action=action\n",
    "    print(e,'train_reward',np.sum(train_reward),np.mean(train_reward))\n",
    "    train_r.append(np.sum(train_reward))\n",
    "    train_mean_r.append(np.mean(train_reward))\n",
    "    previous_action=np.zeros(a_dim)\n",
    "    for t in range(train_length,asset_data.shape[1]):\n",
    "        state=asset_data[:,t-normalize_length:t,:].values\n",
    "        state=state.reshape((state.shape[1],state.shape[0]*state.shape[2]))\n",
    "        state=z_score(state)[None,-1]\n",
    "        action=ddpg.trade(s=state,train=False)\n",
    "        r=np.sum(asset_data[:,:,'diff'].iloc[t].values*action[:-1]-c*np.sum(np.abs(previous_action-action)))\n",
    "        test_reward.append(r)\n",
    "        test_actions.append(action)\n",
    "        previous_action=action\n",
    "    print(e,'test_reward',np.sum(test_reward),np.mean(test_reward))\n",
    "    test_r.append(np.sum(test_reward))\n",
    "    test_mean_r.append(np.mean(test_reward))\n",
    "    if np.sum(test_reward)>0.4:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 413,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f71aee05208>]"
      ]
     },
     "execution_count": 413,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EV/TehkP4eCmuHxfT4uPRod147NKh3H/eQN5ed4g312Zw7SvrrDrH0D4h3DU1jktG9m2z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\n7kII4Yb+H2+Fhyy1oUhWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71aee05080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(train_r)\n",
    "plt.plot(test_r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 414,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f71ae5c6390>]"
      ]
     },
     "execution_count": 414,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rIhK+pGsvmPoQ7P7E/M4bsnMJoEw0tiskTjfLSfu/c95u7+fGnuHvy05wxvPp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71ae5c6358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(train_mean_r)\n",
    "plt.plot(test_mean_r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 415,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f71ae5d5978>"
      ]
     },
     "execution_count": 415,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MADDrya/QZnNi7cF6nGzphMPlgp4t/24jqR6zQogXhRCThBCTqm0m7Klu6bLN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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71ae58d550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "asset_data[:,:,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 416,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f71aee1d160>"
      ]
     },
     "execution_count": 416,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tx0WGN4gL4u8+XVNZtk0vazPy2XO4iB4pcYx5YT4Au5+/uLIv4Bn5A0y69VQ+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\nNwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71ae5976d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame(train_reward,index=asset_data[:,normalize_length:train_length,'diff'].index,columns=['return']).cumsum().plot()\n",
    "asset_data[:,normalize_length:train_length,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 417,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f71ae4392b0>"
      ]
     },
     "execution_count": 417,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VrUEd/9vnDnDBr18aWD/S2ElGcvyQvATfh9Hq2ROXoTzWTFeNITs1kYev38CLXzqNeEcc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\n/w8saGGdUntktgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71ae591ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame(test_reward,index=asset_data[:,train_length:,'diff'].index,columns=['return']).cumsum().plot()\n",
    "asset_data[:,train_length:,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 418,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1948214367119423"
      ]
     },
     "execution_count": 418,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(test_reward)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 419,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f71ae415cc0>"
      ]
     },
     "execution_count": 419,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tqRrxb6ej1OsREREREREREbF5a2eD5r0lzZO0RNJiSV8o5aMlzZG0tPw7qpSP\nk/SApLWSzm2IdU6J8ZikmZLe06LPqSXuUklTa+UjJM2Q9KSkJyR9oknbHSXdXc4vlnRx7dwRkhZK\nWi/pxFJ2UC2b1xpJy8v3e8v5n0h6WdIPG/rZV9J8Scskfa9sNtzsWr5S6vxS0tG18mNK2TJJ57Vo\nu32Jvaz0tc9QcdsZ43DithpvN/uIiIiIiIiIiHdqZ2XPeuCLtvuAicBZkvqA84C5tscCc8sxVBvo\nng1cWg8iqbeUT7B9INXmvO/YaFfSaOAC4FCqdOQXDEwkUW28vNr2/kAfcF+LMV9qexxwMHC4pGNL\n+Qrg01SpzgGwvWggmxdV1qcvleMjS5VvUm1Q3egS4HLb7wNeAk5vci195RoPAI4BvqUqVfy2wD8C\nx5brOKnUbXQ68FLp4/LSZ8u4HYyxo7hDjLebfURERGxyeRU4IiIitnRDTvbYXmV7Yfn+GvA40AtM\nBq4v1a4HTih1Vtt+CFjXJFwPsIOkHmBH4NkmdY4G5theY/slYA7VpADAacA3Sj/9tl9oMt7Xbc8r\n39+gyv41phw/bftRoH+o667Fmwu8Vi+TJOBjwO2l6K3rbzAZuMX2WtvLgWVUE1iHAMtsP1XGeEup\n26z9wD2+HZhU+m4Vt90xdhq36Xg3gz4iIiI2uezZExEREVu6jvbsKa/iHAzMB3a3vaqceg7YfbC2\ntldSrfZZAawCXrF9T5OqvcCva8fPAL2SRpbji8qrWLdJGrTP0uY4qpVHm9KuwMu219fHWPo8XlX6\nc2hxLYOUI2m6qvTrG7Qvfb1S+m7Zvp0xDiNuq/Ju9xERERERERERDdqe7JG0M3AHMM32q/VzrvK3\nD5qSrbyKNRnYF9gL2EnSyR2MtYdqhc7PbI8HHqDhVbGG/nqAmcCVtp/qoJ+NYnuW7fM3ov35tmdt\nyjH9oZB0hqQFkhZce8PMbg8nIiIiIiJiy9bfn8/GfrqkrdTrkrajmui5yfadpfg3kva0vUrSnsDq\nIcIcCSy3/XyJeSdwmKSlwP9T6pwPrAQ+Wms3Bvgp8CLwOjDQ/23A6WWvl1+UsvpEywxgqe0r2rnG\nDr0IjJTUU1acjCnjbrQS2Lt2XK/XqrxZ+2fK5NV7S9+DxW1njMOJ26y8231swPYMqudOz4he/5/n\nfatZtYiIiEFlz56IiIjY0rWTjUvAdcDjti+rnZoFDGTKmgp8f4hQK4CJqrJlCZhUYs4f2CC5rGiZ\nDRwlaVReDwdXAAAgAElEQVRZDXQUMLusHvoBb08ETQKW2H6z1v78MuavU00uTBvyDgxDGcs84MRS\n1Or6ZwFTSmaqfYGxwM+Bh4CxJcvUCKoNi5ut5qnf4xOBfyp9t4rb7hg7jdt0vJtBHxERERERERHR\nQNVv6UEqSB8G7gcW8fbGxl+l2rfnVuBPgV8Bn7S9RtIewAJgl1L/t0Cf7VclXQj8NVWGr4eBz9he\n26TP00ofAP9g+zul/M+AG4GRwPPAqbZXNLQdQ7X3yxPAQOyrbF8r6UPAXcAo4F+B52wfUGv7XeCH\ntm+vld0PjAN2plplcrrt2ZL2o9pEeHS5lpNtry377UyoTTx9jWpj6fVUr8D9uJR/HLiCKivZt23/\nQymfDiywPUtVavobqfZJWgNMGXglbZC4Pyr39dlBxjicuK3G27U+GETPiN7B/7AjIiJayMqeiIjY\nWNvttp+6PYZN4Y2nfp7fVRtpxH6HdOVvYcjJnogtUSZ7IiJiuDLZExERGyuTPTGgW5M9be3ZE7Gl\nyX+oR0TEcCX1ekREbKz1bzTdZjTi30wmeyIiIiIiIiLiHezuZZOKjdPOBs17S5onaYmkxZK+UMpH\nS5ojaWn5d1QpHyfpAUlrJZ3bEOucEuMxSTPLvi7N+pxa4i6VNLVWPkLSDElPSnpC0ieatN1R0t3l\n/GJJF9fOHSFpoaT1kk4sZQdJeqR81khaXr7fW87/RNLLkn7Y0M++kuZLWibpe2VT4Vb38E8l/bZ+\nPyQ9LWlR6WtBi3aSdGXp41FJ44e6Rw3tWz2jjuNK+mAZ77LSVt3uIyIiIiIiIiLeacjJHqpNdL9o\nuw+YCJwlqQ84D5hreywwtxxDtRnv2cCl9SCSekv5BNsHUm3CO6WxM0mjgQuAQ4FDgAtqP+6/Bqy2\nvT/QB9zXYsyX2h5HtTnw4ZKOLeUrgE8DNw9UtL1oIJsXVaaoL5XjI0uVbwKfatLHJcDltt8HvASc\n3mIsAJcBP25S/pelrwkt2h1Lla1qLHAGcDUMeY/qWj2j4cS9Gvhsrd0xm0EfEREREREREdFgyNe4\nbK8CVpXvr0l6HOgFJvN2GvTrgZ8CX7a9Glgt6a9a9LeDpHXAjsCzTeocDcyxvQZA0hyqH/0zqTI4\njStj6QdeaDLe16lSdWP7DUkLgTHl+OkSs+21aLbnSvpovaysOPkY8J9L0fXA31MmNBrqngAsB37X\nbp81k4EbSvrxByWNlLQn1X1vdY8a2w+M/a1n1GlcST8FdrH9YCm/ATiBagKrm320lP0WIiJiuLLv\nW0RERGzp2lnZ8xZJ+1CtlpkP7F4mggCeA3YfrK3tlVSrfVZQTR69YvueJlV7qVKnD3gG6JU0shxf\nVF7Fuk3SoH2WNsdRrQbZlHYFXra9vj7G0ufxqtKnI2lnqkmJC5vEMHCPpF9IOqM25jMlnVkOm96L\nQcobtXpGncbtLd+b9dfNPiIiIiIiIiKiQduTPWXi4g5gmu1X6+fK6o1BU7KVV3UmA/sCewE7STq5\ng7H2UK3Q+Znt8cADNLwq1tBfD9VKlyttP9VBPxvF9izb55fDv6d61eu3Tap+uFzHsVSvxh1R2l9j\n+5p3YVxDPqMtvQ9JZ0haIGlBf/9wFlJFREREREREbPnamuyRtB3VRM9Ntu8sxb8pr+VQ/l09RJgj\ngeW2n7e9DrgTOEzSoXp7g+TjgZXA3rV2Y0rZi8DrpR3AbcB4SdvW2k+vtZsBLLV9RTvX2KEXgZFl\nQqk+xkaHAv9N0tPANOCrkj4Pb610orz2dhfV/jWNWt2LVuWNWj2jTuOuLN+b9dfNPjZge4btCbYn\nbLPNTs2qRERERERERGz12snGJeA64HHbl9VOzQIGMilNBb4/RKgVwERV2bIETCox5w9skGx7FjAb\nOErSqLIa6ChgdlnR8QPe3rtlErDE9pu19ueXMX8deC/VBMsmV8YyDzixFDW9ftsfsb2P7X2AK4D/\navsqSTtJ+qMy1p3KNT7WpKtZwCkls9VEqlffVtHiHrVo3+wZdRS3nHtV0sTy7E5piNWtPiIiIiIi\nIuLd0t+fz8Z+umTIDZqBw6myUS2S9Egp+ypwMXCrpNOBXwGfBJC0B7AA2AXolzQN6LM9X9LtwEKq\nDF8PU62+2YDtNZIuAh4qRdMHNvOl2v/mRklXAM8Dpza2lzSGKmvXE8DCkr37KtvXSvoQ1SqaUcBx\nki60fcBgFy/pfqpNoXeW9Axwuu3ZZSy3lImlh6kmxCirkybUXuVqZnfgrjK2HuBm2z8p7c8s9+Ea\n4EfAx4FlVKuaTh3qHkm6FrjG9gJaPKPhxAU+B3wX2IFq0+SB7GLd7CMiIiIiIiIiGqhapBKxdekZ\n0Zs/7IiIGJZk44qIiI213W77qdtj2BTWLv1ZfldtpO3HHtaVv4WOsnFFRERERERERMTmLZM9ERER\nERERERFbkXY2aN5b0jxJSyQtlvSFUj5a0hxJS8u/o0r5OEkPSFor6dyGWOeUGI9JminpPS36nFri\nLpU0tVY+QtIMSU9KekLSJ5q03VHS3eX8YkkX184dIWmhpPWSTixlB9Wyea2RtLx8v7ec/4mklyX9\nsKGfz0taJsmSdmtxHX9W+nukjOXM2rkPSlpUYlxZNiVubK9ybpmkRyWNH+oeNbRv9Yw6jttqvN3s\nIyIiIiIiIiLeqZ2VPeuBL9ruAyYCZ0nqA84D5toeC8wtxwBrgLOBS+tBJPWW8gm2DwS2BaY0diZp\nNHABVdryQ4ALaj/uvwastr0/0Afc12LMl9oeBxwMHC7p2FK+Avg0cPNARduLBrJ5UWV9+lI5PrJU\n+SbVBtWN/l+qdPK/ajEGgFXAvy+xDwXOk7RXOXc18FlgbPkc06T9sbXzZ5Q2Q92julbPaDhxW423\nm31ERERERETEu8X9+Wzsp0uGnOyxvcr2wvL9NeBxoBeYDFxfql0PnFDqrLb9ELCuSbgeYAdJPcCO\nwLNN6hwNzLG9xvZLwBze/tF/GvCN0k+/7ReajPd12/PK9zeosn+NKcdP234UaPuO254LvNak/GHb\nTw/R9g3ba8vh9pT7LWlPYBfbD5Y07jdQ7l+DycANrjwIjCxtB7tHje3f8Yw6jTvEeLvZR0RERERE\nREQ06GjPHkn7UK2WmQ/sbntVOfUcVTrxlmyvpFrts4Jqxcsrtu9pUrUX+HXt+BmgV9LIcnxReTXq\nNkmD9lnaHEe1GuTfhKQJqtKfDxzvLelRqmu6xPazVNf4TK3ZM6UMSWfWXvdqei8GKW/U6hl1Grfl\neLvcR0REREREREQ0aHuyR9LOwB3ANNuv1s+VlRiDpmQrr+pMBvYF9gJ2knRyB2PtoVqh8zPb44EH\naHhVrKG/HmAmcKXtpzroZ6PYXmD7M7XjX9v+C+B9wNShJqhsX2P7mndhXEM+oy29D0lnSFogaUF/\n/+/ezWFEREREREREbLbamuyRtB3VRM9Ntu8sxb8pr94MvJa0eogwRwLLbT9vex1wJ3CYpEP19gbJ\nxwMrgb1r7caUsheB10s7gNuA8ZK2rbWfXms3A1hq+4p2rvHdVlb0PAZ8hOp6xtROD1xjo1b3olV5\no1bPqNO4g423m31swPYM2xNsT9hmm52aVYmIiIiIiIjY6rWTjUvAdcDjti+rnZoFDGRSmgp8f4hQ\nK4CJqrJlCZhUYs4f2CDZ9ixgNnCUpFFlNdBRwOyyouMHwEdLvEnAEttv1tqfX8b8deC9wLQh78C7\nSNIYSTuU76OADwO/LK8kvSppYrkXp9D8/s0CTimZrSZSvfq2ihb3qEX7Zs+oo7hDjLebfURERERE\nREREg5426hxOlY1qkaRHStlXgYuBWyWdTpWR6pMAkvYAFgC7AP2SpgF9tudLup1qw+T1wMNUq282\nYHuNpIuAh0rRdNtryvcvAzdKugJ4Hji1sb2kMVRZu54AFpbs3VfZvlbSh4C7gFHAcZIutH3AYBcv\n6X5gHLCzpGeA023PlnQ28H8BewCPSvqR7c9ImgCcWV7l+t+A/1uSAVFlCVtUQn8O+C6wA/Dj8mFg\nv57yKtePgI8Dy6hWNZ061D0q+wVdY3sBLZ7RcOK2Gm+X+4iIiIiIiIh3S/+b3R5BDJOqBTMRW5ee\nEb35w46IiGH5/bP3d3sIERGxhdtut/3U7TFsCmufuC+/qzbS9uP+Q1f+FjrKxhUREREREREREZu3\nTPZERERERERERGxFMtkTEREREREREbEVaScb196S5klaImmxpC+U8tGS5khaWv4dVcrHSXpA0lpJ\n5zbEOqfEeEzSTEnvadHn1BJ3qaSptfIRkmZIelLSE5I+0aTtjpLuLucXS7q4du4ISQslrZd0Yik7\nqJa6fY2k5eX7veX8TyS9LOmHDf3cJOmX5Vq+rSo9fbNradX+u7W+HpH0gQ7vxQclLZK0TNKVJYNV\nY1uVc8skPSpp/HDjDvK8u9pHRERERERERGyonZU964Ev2u4DJgJnSeoDzgPm2h4LzC3HAGuAs4FL\n60Ek9ZbyCbYPBLYFpjR2Jmk0cAFwKHAIcMHAj36qLFurbe8P9AH3tRjzpbbHAQcDh0s6tpSvAD4N\n3DxQ0faigdTtVCm+v1SOjyxVvkmVjazRTVRZug6iyh71mRZjadWeWl8fsP1I48kh7sXVwGeBseVz\nTJP4x9bOn1HaDDduq+fdtT4iIiIiIiIi4p2GnOyxvcr2wvL9NeBxoBeYDFxfql0PnFDqrLb9ELCu\nSbgeYAdJPcCOwLNN6hwNzLG9xvZLwBzengw4DfhG6aff9gtNxvu67Xnl+xtUqd7HlOOnbT8K9A91\n3bV4c4HXmpT/yAXw84E+2m3fpqb3QtKewC62Hyz930C5/w0mAzeUYT4IjCxthxO36fPuch8RERER\nERHxbnF/Phv76ZKO9uyRtA/Vapn5wO62V5VTzwG7D9bW9kqq1T4rgFXAK7bvaVK1F/h17fgZoFfS\nyHJ8UXkV6zZJg/ZZ2hxHtUrkXVFe3/oU8JNyPEHStW02/4fyWtLlkrZv0r7pvSifZ5qUNxqsfadx\nWz3vbvaxAUlnSFogaUF//+8aT0dERERERET8QWh7skfSzsAdwDTbr9bPlRUaHqL9KKoVGvsCewE7\nSTq5g7H2UK2e+Znt8cADNLwq1tBfDzATuNL2Ux3006lvAf9s+34A2wtst3qlq+4rVK+BfQgYDXy5\nw/Zd087z7kYftmfYnmB7wjbb7PQujSwiIiIiIiJi89bWZE9ZvXIHcJPtO0vxbwZepSn/rh4izJHA\nctvP214H3AkcJunQ2ibFxwMrgb1r7caUsheB10s7gNuA8ZK2rbWfXms3A1hq+4p2rnE4JF0A/DHw\nXzptW16Ps+21wHeo9rVp1OperGTD18YGyjtp32ncVs+7m31ERERERERERIN2snEJuA543PZltVOz\ngIEMS1OB7w8RagUwUVW2LAGTSsz5tU2KZwGzgaMkjSqrgY4CZpeVHj8APlriTQKW2H6z1v78Muav\nA+8Fpg15B4ZJ0meo9qU5ye78RbzapIao9qZ5rEm1VvdiFfCqpIml/Sk0v/+zgFNKNquJVK/OrRpm\n3FbPu5t9RERERERERESDnjbqHE61J80iSQMZo74KXAzcKul04FfAJwEk7QEsAHYB+iVNA/psz5d0\nO9WGyeuBh6lW32zA9hpJFwEPlaLptteU718GbpR0BfA8cGpje0ljqLJ2PQEsLFm9r7J9raQPAXcB\no4DjJF1o+4DBLl7S/VSvW+0s6RngdNuzgWvKdT9Q+rjT9nRJE4AzB17FGqT9TZL+GBDwCHBmqf9W\n+yHuxeeA71JlAvtx+SDpzHIfrwF+BHwcWEa1KurUNu5x07i0eN7d7CMiIiIiIiIi3knVgpmIrUvP\niN78YUdExLD8/tn7uz2EiIjYwm23237q9hg2hbWL5+Z31Uba/oBJXflb6CgbV0REREREREREbN4y\n2RMRERERERERsRVpZ4PmvSXNk7RE0mJJXyjloyXNkbS0/DuqlI+T9ICktZLObYh1TonxmKSZkt7T\nos+pJe5SSVNr5SMkzZD0pKQnJH2iSdsdJd1dzi+WdHHt3BGSFkpaL+nEUnZQLZvXGknLy/d7y/mf\nSHpZ0g8b+rlO0r9IelTS7apS0ze7lq9IWibpl5KOrpUfU8qWSTqvRdvtJX2v1JkvaZ+h4ja037e0\nW1bijBhu3Fbj7WYfEREREREREfFO7azsWQ980XYfMBE4S1IfcB4w1/ZYYG45BlgDnA1cWg8iqbeU\nT7B9ILAtMKWxM0mjgQuAQ6nSkV8wMJFEtfHyatv7A33AfS3GfKntccDBwOGSji3lK4BPAzcPVLS9\naCCbF1XWpy+V4yNLlW9SbVDd6Bzb77f9FyXu55tcS1+5xgOAY4BvqUoVvy3wj8Cx5TpOKnUbnQ68\nZPt9wOXAJYPFbdL+EuDy0v6lEq/juEOMt5t9RERERERERESDISd7bK+yvbB8fw14HOgFJgPXl2rX\nU6UPx/Zq2w8B65qE6wF2kNQD7Ag826TO0cAc22tsvwTMoZoUADgN+Ebpp9/2C03G+7rteeX7G1TZ\nv8aU46dtPwq0nSrd9lzgtSblr8JbqdN3AJptXDUZuMX2WtvLqbJJHVI+y2w/VcZ4S6nbrP3APb4d\nmFT6axX3LaXex0o7qD2jYcRtOt7NoI+IiIiIiIiIaNDRnj3lVZyDgfnA7rZXlVPPAbsP1tb2SqrV\nPiuAVcArtu9pUrUX+HXt+BmgV9LIcnxReRXrNkmD9lnaHEe18miTk/QdqmsfB/yPUna8pOmlStNr\nGaQcSdMlHd/Y3vZ64BVg18Ha1+wKvFzaNdbpNG6r8m73EREREREREe8W9+ezsZ8uaXuyp+xJcwcw\nbWBVywBX+dsHTclWXsWaDOwL7AXsJOnkDsbaQ7VC52e2xwMP0PCqWEN/PcBM4ErbT3XQT9tsn0p1\nLY8Df13KZtk+fyNinm971iYa4h8USWdIWiBpQX//77o9nIiIiIiIiIiuaGuyR9J2VBM9N9m+sxT/\nRtKe5fyewOohwhwJLLf9vO11wJ3AYZIO1dsbJB8PrAT2rrUbU8peBF4v7QBuA8aX/V4G2k+vtZsB\nLLV9RTvXOFy236R65egdm0XT+lpalbdsXyav3kt1H9pp/yIwsrRrrNNp3MGeSTf72IDtGbYn2J6w\nzTY7NasSERERERERsdVrJxuXgOuAx21fVjs1CxjIlDUV+P4QoVYAE1VlyxIwqcScP7BBclnRMhs4\nStKoshroKGB2WT30A+CjJd4kYIntN2vtzy9j/jrV5MK0Ie/AMKjyvoHvwPHAE02qzgKmlMxU+wJj\ngZ8DDwFjS5apEVQbFjdbzVO/xycC/1TuQ6u4byn15pV2sOEz6jRu0/FuBn1ERERERERERIOeoatw\nOFU2qkWSHillXwUuBm6VdDrwK+CTAJL2ABYAuwD9kqYBfbbnS7qdasPk9cDDVKtvNmB7jaSLqH78\nA0y3vaZ8/zJwo6QrgOeBUxvbSxpDlbXrCWBhNRfDVbavlfQh4C5gFHCcpAttHzDYxUu6n2pPnp0l\nPUOVCWoOcL2kXQAB/wL8bal/PFXGsfNtL5Z0K7CkXPNZZSUQkj5PNbG1LfBt24tL+XRgQZn4uq5c\n7zKqLGdTyj0aLO6PgM/Yfrbcr1vK5NfDJR7DjNt0vF3uIyIiIiIiIiIaqFo4EbF16RnRmz/siIgY\nlt8/e3+3hxAREVu47XbbT90ew6aw9rE5+V21kbY/8D925W+ho2xcERERERERERGxeWvnNa6IiIiI\niIiI+EPT373U4bFx2tmgeW9J8yQtkbRY0hdK+WhJcyQtLf+OKuXjJD0gaa2kcxtinVNiPCZppqT3\ntOhzaom7VNLUWvkISTMkPSnpCUnvyIBVNoC+u5xfLOni2rkjJC2UtF7SiaXsoFo2rzWSlpfv95bz\nP5H0sqQfNvRznaR/kfSopNtVpaZvdQ//VNJv6/dD0tOSFpW+FrRoJ0lXSlpW+hk/1D1qaN/qGXUc\nV9IHy3iXlbbqdh8RERERERER8U7tvMa1Hvii7T5gInCWpD7gPGCu7bHA3HIM1Wa8ZwOX1oNI6i3l\nE2wfSLUJ75TGziSNBi4ADgUOAS6o/bj/GrDa9v5AH3BfizFfansccDBwuKRjS/kK4NPAzQMVbS8a\nyOZFlSnqS+X4yFLlm1QbVDc6x/b7bf9Fifv5FmMBuAz4cZPyvyx9TWjR7liqbFVjgTOAq2HIe1TX\n6hkNJ+7VwGdr7Y7ZDPqIiIiIiIiIiAZDTvbYXmV7Yfn+GvA40AtMBq4v1a4HTih1Vtt+CFjXJFwP\nsIOkHmBH4NkmdY4G5theY/slqsxXAz/6TwO+Ufrpt/1Ck/G+bnte+f4GVfavMeX4aduPAm2vRbM9\nF3itSfmr8Fbq9R2AphtXSToBWA4sbnZ+CJOBG1x5EBgpaU8Gv0eN7d/xjDqNW87tYvvBkgr9hoZY\n3eojIiIiIiIiIhp0tEGzpH2oVsvMB3a3vaqceg7YfbC2tldSrfZZAawCXrF9T5OqvcCva8fPAL2S\nRpbji8qrWLdJGrTP0uY4qtUgm5yk71Bd+zjgf5Sy41WlT6e82vVl4MImzQ3cI+kXks6oxTxT0pnl\nsOm9GKS8Uatn1Gnc3vK9WX/d7CMiIiIiIiIiGrQ92VMmLu4Apg2sahlQVmIMmpKtvKozGdgX2AvY\nSdLJHYy1h/+fvbuPtquq7/3//pBDIECBBCsPCbfQK47cIPdKDJBC4VLD5cEhhDukFodKgFAuFYuh\n4gVtG67BVqwUcvlRpWlQgR8EeSxRkBhitPSKkTRQQhIkuQRjQjTA4cmCkHA+9481j6zs7H3O3ifQ\nDfHzGmOPs9dcc37nXGudP86ZY675rVbo/ND2eOB+Gl4Va+ivB5gDXGn78Q76aZvtM6iuZQXwR6Vs\nru3ppcr/Aq6w/csmzX+/XMcJVK/GHVXaX2376jdhrIM+o7d7H5LOlrRY0uK+vn97M4cRERERERER\n8ZbV1mSPpO2pJnpusH17Kf5FefWG8nPDIGGOAVbbfsr2RuB24HBJh+n1DZJPAtYB+9bajSllzwAv\nlXYAtwDjJQ2rtZ9RazcLWGl7ZjvXOFS2XwNuArbYLJpqX5q/kfQEMA34nKRPlnbrys8NwB1U+9c0\nanUvWpU3avWMOo27rnxv1l83+9iM7Vm2J9iesN12OzerEhEREREREW2yX8tnKz/d0k42LgHXACts\nX147NRfoz6Q0BbhzkFBrgImqsmUJmFRiLurfINn2XGAecKykkWU10LHAvLKi41vA0SXeJGC57ddq\n7aeXMX8B2I1qguUNVzJNvav/O3AS8GhjPdtH2t7P9n7ATOCvbV8laWdJv1Xa71yu8ZEmXc0FTiv9\nTaR69W09Le5Ri/bNnlFHccu5FyRNLNd7WkOsbvUREREREREREQ162qhzBFU2qqWSHiplnwMuBW6W\nNBX4KfBhAEl7AYuBXYE+SdOAcbYXSbqVasPkTcCDVKtvNmO7V9IlwAOlaIbt3vL9QuB6STOBp4Az\nGttLGkOVtetRYEnJ3n2V7dmSDqFaRTMSOFHS520fONDFS7qPak+eXSStBaZSbSp8raRdAQH/CvxJ\nqX8SVcax6S1CQrXnzB1lbD3AjbbvKe3PKffhauBu4APAKqpVTWcMdo8kzQautr2YFs9oKHGBTwDf\noNqM+ju8nl2sm31ERERERERERANVC2Yiti09w0fnFzsiIobk5Sfv6/YQIiLibW77d/yuuj2GN8Kv\n/vXu/F+1lXb8Lx/oyu9CR9m4IiIiIiIiIiLirS2TPRERERERERER25B2NmjeV9JCScslLZP0qVI+\nStJ8SSvLz5GlfKyk+yW9IumChljnlxiPSJojaccWfU4pcVdKmlIrHy5plqTHJD0qaYsMWGUD6LvK\n+WWSLq2dO0rSEkmbJJ1Syg6qZfPqlbS6fL+3nL9H0nOSvt1irFdKapZaHUmH1mL/q6T/Xjt3vKSf\nSFol6aIW7XeQ9M1SZ5Gk/WrnPlvKfyLpuBbt9y/tVpU4w4cat9V4u9lHRERERERERGypnZU9m4BP\n2x4HTATOlTQOuAhYYPsAYEE5BugFzgMuqweRNLqUT7D9HmAYcGpjZ5JGARdTpS0/FLi4fyKJauPl\nDbbfDYwDftBizJfZHgscDBwh6YRSvgY4Hbixv6Ltpf3ZvKiyPn2mHB9TqnyZaoPqLUiaQLXZcyuP\nlOt9L3A88PeSeiQNA/4OOKFcx0fKPW00FXjW9ruAK4AvlX7HUd27A0vcr5SYjb4EXFHaP1vidRx3\nkPF2s4+IiIiIiIh4s7gvn639dMmgkz2219teUr6/CKwARgOTgWtLtWuBk0udDbYfADY2CdcDjJDU\nA+wEPNmkznHAfNu9tp+lynx1fDl3JvDF0k+f7aebjPcl2wvL91epsn+NKcdP2H4YaPuO214AvNhY\nXiYnvgz8zwHavmR7UzncEejf3OpQYJXtx8sYb6K6n43q9/hWYJIklfKbbL9iezVVxqtDG8Yn4P2l\nHdSe0RDiNh3vW6CPiIiIiIiIiGjQ0Z495VWcg4FFwJ6215dTP6dKJ96S7XVUq33WAOuB521/t0nV\n0cDPasdrgdGSdi/Hl5RXsW6RNGCfpc2JVCuP3mifBObW7kF/nydJmlE7PkzSMmApcE6Z/Gl6jaX+\nDFXp26nXK+2eB/YYqH3NHsBztcmmep1O47Yq73YfEREREREREdGg7ckeSbsAtwHTbL9QP+cqf/uA\nKdnKq1iTgf2BfYCdJX2sg7H2UK3Q+aHt8cD9NLwq1tBfDzAHuNL24x30MyhJ+wB/CPx/jedsz7U9\nvXa8yPaBwCHAZ9Vin6Ja/em2576R4/1NIelsSYslLe7r+7duDyciIiIiIiKiK9qa7JG0PdVEzw22\nby/Fv5C0dzm/N7BhkDDHAKttP2V7I3A7cHhZ+dK/ifFJwDpg31q7MaXsGeCl0g7gFmB82e+lv/2M\nWhqT2DwAACAASURBVLtZwErbM9u5xg4dDLwLWCXpCWAnSasGamB7BfBL4D20vsZGv65XJq92o7oP\n7bR/Bti9tGus02ncgZ5JN/vYjO1ZtifYnrDddjs3qxIRERERERGxzWsnG5eAa4AVti+vnZoL9GfK\nmgLcOUioNcBEVdmyBEwqMRf1b5BcVrTMA46VNLKsBjoWmFdWD30LOLrEmwQst/1arf30MuYvUE0u\nTBv0DgyB7bts72V7P9v7AS+VzYM3U7JI9ZTvvwOMBZ4AHgAOKOeHU21Y3Gw1T/0enwJ8r9yHucCp\nJePV/sABwI8bxmhgYWkHmz+jTuM2He9boI+IiIiIiIiIaNAzeBWOoMpGtVTSQ6Xsc8ClwM2SpgI/\nBT4MIGkvYDGwK9AnaRowzvYiSbdSbZi8CXiQavXNZmz3SrqE6p9/gBm2e8v3C4HrJc0EngLOaGwv\naQxV1q5HgSXVvBJX2Z4t6RDgDqoMWidK+nx5xaolSfdRTdLsImktMNX2vAHqn0SVgWs68PvARZI2\nUm0K/Yn+TaUlfZJqYmsY8DXby0r5DGBxmfi6plzvKqosZ6eWe7RM0s3A8nIvz7X9Wml/N3CW7SfL\n/bqpTH49WOIxxLhNx9vlPiIiIiIiIuLN0te9bFKxdVQtnIjYtvQMH51f7IiIGJKXn7yv20OIiIi3\nue3f8bvq9hjeCL9aMjf/V22lHcef1JXfhXZW9kS87eQP9YiIGKoR+xzZ7SFERMTb3KZXm24zGvHv\npqPU6xERERERERER8dbWzgbN+0paKGm5pGWSPlXKR0maL2ll+TmylI+VdL+kVyRd0BDr/BLjEUlz\nWqUhlzSlxF0paUqtfLikWZIek/SopA81abuTpLvK+WWSLq2dO0rSEkmbJJ1Syg6qZfPqlbS6fL+3\nnL9H0nOSvt3QzzdqdR+S9N4W17K17Vvdi/dJWipplaQry6bXjW1Vzq2S9LCk8UONO8Dz7mofERER\nEREREbG5dlb2bAI+bXscMBE4V9I44CJgge0DgAXlGKrNeM8DLqsHkTS6lE+w/R6qTXhPbexM0ijg\nYuAw4FDg4v5/+qk2Xt5g+93AOOAHLcZ8me2xVCnSj5B0QilfA5wO3Nhf0fbS/mxeVJmiPlOOjylV\nvky1QXUz/XXfa/uhFnWG3H6Qe/FV4I+pslkdABzfJP4JtfNnlzZDjdvqeXetj4iIiIiIiIjY0qCT\nPbbX215Svr8IrABGA5OBa0u1a4GTS50Nth8ANjYJ1wOMUJWOfCfgySZ1jgPm2+61/Swwn9cnA84E\nvlj66evPbNUw3pdsLyzfX6XK/jWmHD9h+2GqzFhtsb0AeLHd+m9w+6b3QtLewK62f1RSk19Huf8N\nJgPXufIjYPfSdihxmz7vLvcRERERERERbxb35bO1ny7paM8eSftRrZZZBOxpe3059XNgz4Ha2l5H\ntdpnDbAeeN72d5tUHQ38rHa8FhgtafdyfEl5FesWSQP2WdqcSLVK5M3wV+W1oisk7VD6nCBp9hvU\nvum9KJ+1TcobDdS+07itnnc3+4iIiIiIiIiIBm1P9kjaBbgNmGb7hfq5skJjwJRs5RWeycD+wD7A\nzpI+1sFYe6hW6PzQ9njgfhpeFWvorweYA1xp+/EO+mnXZ4GxwCHAKOBCANuLbZ/179C+a9p53t3o\nQ9LZkhZLWjz7ujlv0sgiIiIiIiIi3tramuyRtD3VRM8Ntm8vxb/of5Wm/NwwSJhjgNW2n7K9Ebgd\nOFzSYbVNik8C1gH71tqNKWXPAC+VdgC3AOMlDau1n1FrNwtYaXtmO9fYqfJ6m22/Anydal+aN7p9\nq3uxrnxvLO+kfadxWz3vbvaxGduzbE+wPeGs0z7SeDoiIiIiIiLiN0I72bgEXAOssH157dRcoD/D\n0hTgzkFCrQEmqsqWJWBSibmotknxXGAecKykkWU10LHAvLLS41vA0SXeJGC57ddq7aeXMX8B2A2Y\nNugdGKLapISo9pZ55E1o3+perAdekDSxtD+N5vd/LnBayWY1kerVufVDjNvqeXezj4iIiIiIiIho\n0NNGnSOoskktldSfMepzwKXAzZKmAj8FPgwgaS9gMbAr0CdpGjDO9iJJt1JtmLwJeJBq9c1mbPdK\nugR4oBTNsN1bvl8IXC9pJvAUcEZje0ljqLJ2PQosKVm9r7I9W9IhwB3ASOBESZ+3feBAFy/pPqrX\nrXaRtBaYansecIOk3wYEPAScU+pPAM7pfxVra9oPci8+AXwDGAF8p3yQdE65j1cDdwMfAFZRrYo6\no4173DQuLZ53N/uIiIiIiIiIiC2pWjATsW3Z+PTj+cWOiIghGbHPkd0eQkREvM1tenWduj2GN8Kv\n/uUf83/VVtrxfSd35XehnZU9EREREREREfGbpu+1bo8ghqij1OsREREREREREfHWlsmeiIiIiIiI\niIhtSDvZuPaVtFDScknLJH2qlI+SNF/SyvJzZCkfK+l+Sa9IuqAh1vklxiOS5kjasUWfU0rclZKm\n1MqHS5ol6TFJj0r6UJO2O0m6q5xfJunS2rmjJC2RtEnSKaXsoFrq9l5Jq8v3e8v5eyQ9J+nbDf1I\n0l+VsayQdF6H1/I+SUslrZJ0ZclM1dhW5dwqSQ9LGj9Y3Ib2rZ5Rx3FbjbebfURERERERETElgbd\noFlVivC9bS+R9FvAv1ClCj8d6LV9qaSLgJG2L5T0TuB3Sp1nbV9W4owG/pkqM9fLkm4G7rb9jYb+\nRlFl85oAuPT3PtvPSvo8MMz2X0jaDhhl++mG9jsBh9leKGk4sAD4a9vfkbQfVZawC4C5tm9taPsN\n4Nv1ckmTgJ2A/2H7g7XyM4A/AE633SfpnbY3dHAtPwbOAxZRZZu60vZ3Gtp/APhTqkxUhwH/2/Zh\nA8VtaP83LZ5Rx3FbjbebfTCAnuGjs5FYREQMyctP3tftIURExNvc9u/43W1jg+YHbsv/VVtpx0M+\n1JXfhUFX9theb3tJ+f4isAIYDUwGri3VrqWa3MH2BtsPABubhOsBRkjqoZpAebJJneOA+bZ7y+TF\nfOD4cu5M4Iuln77GiZ5S/pLtheX7q1Sp3seU4ydsPwz0DXbdtXgLgBebnPoTqnTifaXehiZ1ml5L\nmUDb1faPXM22XUe5fw0mA9e58iNg99J2oHvU2H6LZ9Rp3EHG280+IiIiIiIiIqJBR3v2lJUxB1Ot\nvNjT9vpy6ufAngO1tb0OuAxYA6wHnrf93SZVRwM/qx2vBUZL2r0cX6LqVaxbJA3YZ2lzItXqnjfa\nfwT+SNJiSd+RdEDpc4Kk2aVO02spn7VNypF0jqRz2mjfrLxRq2fUadyW4+1yH5uRdHZ5Hov7+v6t\nWZWIiIiIiIhol/vy2dpPl7Q92SNpF+A2YJrtF+rnykqMAZd3lX1WJgP7A/sAO0v6WAdj7aFaofND\n2+OB+6kmj1r11wPMoXoV6PEO+mnXDsCvbE8A/gH4GoDtxbbPGmpQ21fbvvoNGmM97qDP6O3eh+1Z\ntifYnrDddju/mcOIiIiIiIiIeMtqa7JH0vZUEz032L69FP+ivHrTv69Ps9eY6o4BVtt+yvZG4Hbg\ncEmH6fUNkk8C1gH71tqNKWXPAC+VdgC3AOMlDau1n1FrNwtYaXtmO9c4BGtrY7kD+M9N6rS6lnXl\ne2N5J+2blTdq9Yw6jTvQeLvZR0REREREREQ0aCcbl4BrgBW2L6+dmgv0Z1KaAtw5SKg1wERV2bIE\nTCoxF9l+b/nMBeYBx0oaWVYDHQvMKys6vgUcXeJNApbbfq3WfnoZ8xeA3YBpg96BoftHqg2aAf4r\n8FiTOq2uZT3wgqSJ5V6cRvP7Nxc4rWS2mkj16tv6VnFbtG/2jDqKO8h4u9lHRERERERERDToaaPO\nEcDHgaWSHiplnwMuBW6WNBX4KfBhAEl7UWVb2hXokzSNKgPXIkm3Um2YvAl4kGr1zWZs90q6BHig\nFM2w3Vu+XwhcL2km8BRwRmN7SWOAPwceBZZU8wZcZXu2pEOoVuGMBE6U9HnbBw508ZLuA8YCu0ha\nC0y1Pa9c/w2Szgd+CZxV6k8AzrF91iDX8gngG8AI4DvlQ/9+PeVVrrupslmtolrVdMZg96jsF3S1\n7cW0eEZDidtqvF3uIyIiIiIiIiIaDJp6PeLtKKnXIyJiqJJ6PSIittY2k3r9x7fk/6qttOOhf9iV\n34V2VvZERERERERExG+avu5lk4qt01Hq9YiIiIiIiIiIeGtrZ4PmfSUtlLRc0jJJnyrloyTNl7Sy\n/BxZysdKul/SK5IuaIh1fonxiKQ5knZs0eeUEnelpCm18uGSZkl6TNKjkj7UpO1Oku4q55dJurR2\n7ihJSyRtknRKKTuols2rV9Lq8v3ecv4eSc9J+nZDP5L0V2UsKySdN8A93FXSWklX1cq+L+kntb7f\n2aLtZyWtKnWPq5UfX8pWSbqoRdsdJH2z1Fkkab+hxpW0f4mxqsQc/lboIyIiIiIiIiI2187Knk3A\np22PAyYC50oaB1wELLB9ALCgHAP0AucBl9WDSBpdyifYfg8wDDi1sTNJo4CLgcOAQ4GL+yeSqDZe\n3mD73cA44ActxnyZ7bHAwcARkk4o5WuA04Eb+yvaXtqfzYsq69NnyvExpcqXqTaobnQ6VQrxsbb/\nE3BTi7EAXAL8U5Pyj9YyiW2RTrzc51OBA4Hjga+oSjU/DPg74ASq+/CRUrfRVOBZ2+8CrgC+tBVx\nvwRcUWI9W2J3tY+IiIiIiIiI2NKgkz2219teUr6/CKwARgOTgWtLtWuBk0udDbYfADY2CdcDjJDU\nA+wEPNmkznHAfNu9tp8F5lNNFgCcCXyx9NNn++km433J9sLy/VWq7F9jyvETth8G2n7x0PYC4MUm\np/6EKpNUX6m3xWQNgKT3AXsC3223z5rJwE22X7G9miqz1aHls8r24+Uabyp1m7Xvf0a3ApMkqdO4\npc37SwyoPe8u9xERERERERERDTras6e8PnMwsAjY0/b6curnVBMaLdleR7XaZw2wHnjedrMJkNHA\nz2rHa4HRknYvx5eUV7FukTRgn6XNiVQrj95o/xH4I0mLJX1H0gGlzwmq0p8jaTvgb4ELWsT4enmF\n6y/7Jy8knSRpRjnf9F4MUN7o1/VsbwKeB/YYQtw9gOdKjMb+utlHRERERERERDRoe7JH0i7AbcA0\n2y/Uz7nK3z5gSrbyKtZkYH9gH2BnSR/rYKw9VCt0fmh7PHA/Da+KNfTXA8wBrrT9eAf9tGsH4Fe2\nJwD/AHwNwPZi22eVOp8A7ra9tkn7j9o+CDiyfD5e2s+1Pf1NGO82T9LZZfJtcV/fv3V7OBERERER\nERFd0VbqdUnbU0303GD79lL8C0l7214vaW+g6WtMNccAq20/VWLeDhwuaSXw96XOdGAdcHSt3Rjg\n+8AzwEtAf/+3AFPLHjD/UsrqEyWzgJW2Z7ZzjUOwtjaWO4CvN6nze8CRkj4B7AIMl/RL2xeVlU7Y\nflHSjVSvN13X0H4d1b5A/caUMgYob9Z+bZn82o3qPnYa9xlgd0k9ZWVNvX43+9iM7VlUz52e4aMH\nnHyMiIiIiIiIQTip19+u2snGJeAaYIXty2un5gL9mbKmAHcOEmoNMFFVtiwBk0rMRbVNiucC84Bj\nJY0sq4GOBeaV1UPf4vWJoEnActuv1dpPL2P+AtWEwLRB78DQ/SPwB+X7fwUea6xg+6O2/4Pt/ahe\n5brO9kWSeiS9o4x1e+CDwCNN+pgLnFqyUe0PHAD8GHgAOKBkrxpOtRHy3Bbt+5/RKcD3yn3sKG5p\ns7DEgM2fdzf7iIiIiIiIiIgG7azsOYLqFaOlkh4qZZ8DLgVuljQV+CnwYQBJewGLgV2BPknTgHG2\nF0m6lWrD5E3Ag5RVGHW2eyVdQjUpANUmyL3l+4XA9ZJmAk8BZzS2lzSGKmvXo8CSshXOVbZnSzqE\nahXOSOBESZ+3feBAFy/pPmAssIuktcBU2/PK9d8g6Xzgl8BZpf4E4Jzaq1zN7ADMKxM9w4B7qV4F\nQ9JJVBnLptteJulmYHm5Z+fafq3U+yTVxNgw4Gu2l5XyGcDiMnF2Tblfq6iypJ1a7nHHccu9v6lM\npD1YYtPNPiIiIiIiIiJiS8oCidgW5TWuiIgYqpefvK/bQ4iIiLe57d/xu9tE9uBf3T8n/1dtpR1/\n7yNd+V3oKBtXRERERERERES8tWWyJyIiIiIiIiJiG9LOBs37SlooabmkZZI+VcpHSZovaWX5ObKU\nj5V0v6RXJF3QEOv8EuMRSXMk7diizykl7kpJU2rlwyXNkvSYpEclfahJ250k3VXOL5N0ae3cUZKW\nSNok6ZRSdpCkh8qnV9Lq8v3ecv4eSc9J+nZDP/fV2j0p6R+bjOV3Sn8PlbGcUzv3PklLJa2SdGXZ\ntLqxvcq5VZIeljR+sHvU0L7VM+o4bqvxdrOPiIiIiIiIeBP19eWztZ8uGXTPHlVp1fe2vUTSb1Gl\nOT8ZOB3otX2ppIuAkbYvlPRO4HdKnWdtX1bijAb+mWqz5pdVbd57t+1vNPQ3imqD5wmAS3/vs/2s\npM8Dw2z/haTtgFG2n25ovxNwmO2FqrI9LQD+2vZ3JO1HtXH0BVQZoG5taPsN4Nv1ckmTgJ2A/2H7\ngy3u0W3AnbavaygfXu7xK5J2ocq4dbjtJyX9GDgPWATcDVxp+zsN7T8A/CnwAeAw4H/bPmyge9TQ\n/m9o/ow6jttqvN3so9mz6Lfx6cfzbmlERAzJiH2O7PYQIiLibW7Tq+u2jT17/s8N+b9qK+14xEff\nmnv22F5ve0n5/iKwAhgNTAauLdWupZrcwfYG2w8AG5uE6wFGSOqhmkB5skmd44D5tnvL5MV84Phy\n7kzgi6WfvsaJnlL+ku2F5furVNm/xpTjJ2w/DLQ9vWZ7AfBiq/OSdgXeT5WKvbHtq7ZfKYc7UO53\nmUDb1faPSgrx6yj3r8FkqnTttv0jYPfSdqB71Nh+i2fUadxBxtvNPiIiIiIiIiKiQUd79pSVMQdT\nrbzY0/b6curnwJ4DtbW9DrgMWAOsB563/d0mVUcDP6sdrwVGS9q9HF9SXo26RdKAfZY2J1Kt7nmz\nnAwssP1C6XOCpNm1Mewr6WGqa/qS7SeprnFtLcbaUoakc2qvezW9FwOUN2r1jDqN23K8Xe4jIiIi\nIiIiIhq0PdlTXkO6DZjWP7HRr6zEGHB5V9lnZTKwP7APsLOkj3Uw1h6qFTo/tD0euJ9q8qhVfz3A\nHKpXgR7voJ9OfaT0A4DtxbbPqh3/zPZ/Bt4FTBlsgsr21bavfqMH2c4zerv3IelsSYslLZ593Zxm\nVSIiIiIiIiK2eW1N9kjanmqi5wbbt5fiX5RXb/pfS9owSJhjgNW2n7K9EbgdOFzSYXp9o+OTgHXA\nvrV2Y0rZM8BLpR3ALcB4ScNq7WfU2s0CVtqe2c41DoWkdwCHAncNVres6HkEOJLqesbUTvdfY6NW\n96JVeaNWz6jTuAONt5t9bMb2LNsTbE8467SPNKsSERERERERsc1rJxuXgGuAFbYvr52aC/RnUpoC\n3DlIqDXARFXZsgRMKjEX2X5v+cwF5gHHShpZVgMdC8wrKzq+BRxd4k0Cltt+rdZ+ehnzF4DdgGmD\n3oGtcwrVhs6/anZS0hhJI8r3kcDvAz8pryS9IGliuRen0fz+zQVOK5mtJlK9+raeFveoRftmz6ij\nuIOMt5t9RERERERExJul25mstoVPl/S0UecI4OPAUkkPlbLPAZcCN0uaCvwU+DCApL2osi3tCvRJ\nmkaVgWuRpFupNkzeBDxItfpmM7Z7JV0CPFCKZtjuLd8vBK6XNBN4Cjijsb2kMcCfA48CS6p5A66y\nPVvSIcAdwEjgREmft33gQBcv6T5gLLCLpLXAVNv9EyunlvtQrz8BOKe8yvWfgL+VZEDAZbaXlqqf\nAL4BjAC+Uz7079dTXuW6myqb1SqqVU1nDHaPyn5BV9teTItnNJS4rcbb5T4iIiIiIiIiosGgqdcj\n3o6Sej0iIoYqqdcjImJrbTOp1++7Pv9XbaUdj/z4WzP1ekREREREREREvH1ksiciIiIiIiIiYhvS\nzgbN+0paKGm5pGWSPlXKR0maL2ll+TmylI+VdL+kVyRd0BDr/BLjEUlzJO3Yos8pJe5KSVNq5cMl\nzZL0mKRHJX2oSdudJN1Vzi+TdGnt3FGSlkjaJOmUUnZQLZtXr6TV5fu95fw9kp6T9O2GfiaVWA9J\n+mdJ72oylj3KvfulpKsazn1f0k9qfb+zxb34rKRVpe5xtfLjS9kqSRe1aLuDpG+WOosk7TfUuJL2\nLzFWlZjD3wp9RERERERERMTm2lnZswn4tO1xwETgXEnjgIuABbYPABaUY4Be4DzgsnoQSaNL+QTb\n7wGGUW1wTEO9UcDFwGFUac0v7p9Iotp4eYPtdwPjgB+0GPNltscCBwNHSDqhlK8BTgdu7K9oe2l/\nNi+qrE+fKcfHlCpfptqgutFXgY+WdjcCf9Gkzq+AvwQuaHKO/vbls0U68XKfTwUOBI4HvqIq1fww\n4O+AE8p9+Eip22gq8KztdwFXAF/airhfAq4osZ4tsbvaR0RERERERERsadDJHtvrbS8p318EVgCj\ngcnAtaXatcDJpc4G2w8AG5uE6wFGSOoBdgKebFLnOGC+7V7bzwLzqSYLAM4Evlj66bP9dJPxvmR7\nYfn+KlX2rzHl+AnbDwNt5z+zvQB4sdkpqoxjUKV53+JabP+b7X+mmvQZisnATbZfsb2aKrPVoeWz\nyvbj5RpvKnWbte9/RrcCkySp07ilzftLDKg97y73EREREREREW8S+7V8tvLTLR3t2VNenzkYWATs\naXt9OfVzYM+B2tpeR7XaZw2wHnje9nebVB0N/Kx2vBYYLWn3cnxJeX3qFkkD9lnanEi18uiNdhZw\nt6p07B+npGCXdJKkGW3G+Hp5hesv+ycvGto3vRcDlDf6dT3bm4DngT2GEHcP4LkSo7G/bvYRERER\nEREREQ3anuyRtAtwGzDN9gv1c67ytw+Ykq28ijUZ2B/YB9hZ0sc6GGsP1QqdH9oeD9xPw6tiDf31\nAHOAK20/3kE/7Tof+IDtMcDXgcsBbM+1Pb2N9h+1fRBwZPl8vMP20UDS2ZIWS1o8+7o53R5ORERE\nRERERFf0tFNJ0vZUEz032L69FP9C0t6210vaG9hiz5kGxwCrbT9VYt4OHC5pJfD3pc50YB1wdK3d\nGOD7wDPAS0B//7cAU8seMP9SyuoTJbOAlbZntnONnZD028B/sb2oFH0TuKeTGGWlE7ZflHQj1etN\n1zVUWwfsWzseU8oYoLxZ+7Vl8ms3qvvYadxngN0l9ZSVNfX63exjM7ZnUT13eoaP9p9e9JUmtyQi\nImJgLz95X7eHEBEREbFV2snGJeAaYIXty2un5gL9mbKmAHcOEmoNMFFVtiwBk0rMRbVNiucC84Bj\nJY0sq4GOBeaV1UPf4vWJoEnActuv1dpPL2P+AtWEwLRB78DQPAvsJund5fi/Ue1l1BZJPZLeUb5v\nD3wQeKRJ1bnAqSUb1f7AAcCPgQeAA0r2quFUGyHPbdG+/xmdAnyv3MeO4pY2C0sM2Px5d7OPiIiI\niIiIiGjQzsqeI6heMVoq6aFS9jmqPWpuljQV+CnwYQBJewGLqTYv7pM0DRhne5GkW6k2TN4EPEhZ\nhVFnu1fSJVSTAgAzbPeW7xcC10uaCTwFnNHYXtIYqqxdjwJLylY4V9meLekQ4A5gJHCipM/bPnCg\ni5d0HzAW2KXszzPV9jxJfwzcJqmPavLnzFL/JKqMY/0TT0+UezFc0slUk1c/BeaViZ5hwL3APzS2\nt71M0s3A8nLPznXZ4UnSJ6kmxoYBX7O9rJTPABaXibNryv1aRZUl7dRyjzuOW+79TWUi7cESm272\nERERERERERFbUhZIxLaoZ/jo/GJHRMSQ5DWuiIjYWtu/43e3iezBL3//a/m/aiuNOPrMrvwutLVn\nT8TbTf5Qj4iIoRqxz5HdHkJERLzNbXq12ZaqEf9+Okq9HhERERERERERb23tbNC8r6SFkpZLWibp\nU6V8lKT5klaWnyNL+VhJ90t6RdIFDbHOLzEekTRH0o4t+pxS4q6UNKVWPlzSLEmPSXpU0oeatN1J\n0l3l/DJJl9bOHSVpiaRNkk4pZQdJeqh8eiWtLt/vLefvkfScpG839PP+EusRSdeWLFGdXMv7JC2V\ntErSlWXT6sa2KudWSXpY0vjB4ja0b/WMOo7barzd7CMiIiIiIiIittTOyp5NwKdtjwMmAudKGgdc\nBCywfQCwoBxDtYHuecBl9SCSRpfyCbbfQ7U57xYb7UoaBVwMHEaVjvzi2j/3fw5ssP1uYBzwgxZj\nvsz2WOBg4AhJJ5TyNcDpwI39FW0v7c/mRZX16TPl+JhS5ctUG1TXx7gdcC1warmWn/J6tqh2r+Wr\nwB9TZak6ADi+yXWcUDt/dmkzWNy6Vs9oKHFbjbebfUREREREREREg0Ene2yvt72kfH+RKsX4aGAy\n1YQH5efJpc4G2w8AG5uE6wFGlFUwOwFPNqlzHDDfdq/tZ4H5vP5P/5nAF0s/fbafbjLel2wvLN9f\npcr+NaYcP2H7YaBvsOuuxVsAvNhQvAfwqu3HyvF8YItVRq2uRdLewK62f1RSiF9HuX8NJgPXufIj\nYPfSdqB71Nh+i2fUadxBxtvNPiIiIiIiIiKiQUd79kjaj2q1zCJgT9vry6mfA3sO1Nb2OqrVPmuA\n9cDztr/bpOpo4Ge147XAaEm7l+NLyutTt0gasM/S5kSq1SBvpKeBHkkTyvEpwL6lzwmSZpfyptdS\nPmublCPpHEnntNG+WXmjVs+o07gtx9vlPiIiIiIiIiKiQduTPZJ2AW4Dptl+oX6urMQYMCVbeVVn\nMrA/sA+ws6SPdTDWHqoVOj+0PR64n4ZXxRr66wHmAFfafryDfgZVrvdU4ApJP6Za+fNaObfYxyPK\n0QAAIABJREFU9llbEftq21e/MSPdLO6gz+jt3oeksyUtlrR49nVz3sxhREREREREbPvcl8/Wfrqk\nrckeSdtTTfTcYPv2UvyL8uoN5eeGQcIcA6y2/ZTtjcDtwOGSDtPrGySfBKyjrJIpxpSyZ4CXSjuA\nW4DxkobV2s+otZsFrLQ9s51r7JTt+20faftQ4J+Ax5pUa3Ut68r3xvJO2jcrb9TqGXUad6DxdrOP\nzdieZXuC7QlnnfaRZlUiIiIiIiIitnntZOMScA2wwvbltVNzeX1T4inAnYOEWgNMVJUtS8CkEnNR\n/wbJtucC84BjJY0sq4GOBeaVFR3fAo4u8SYBy22/Vms/vYz5C8BuwLRB78AQSXpn+bkDcCHQbDVO\nq2tZD7wgaWK5F6fR/P7NBU4rma0mUr36tr5V3Bbtmz2jjuIOMt5u9hERERERERERDZqmC29wBFU2\nqqWSHiplnwMuBW6WNJUqG9WHASTtBSwGdgX6JE0DxtleJOlWqg2TNwEPUq2+2YztXkmXAA+Uohm2\ne8v3C4HrJc0EngLOaGwvaQxV1q5HgSUle/dVtmdLOgS4AxgJnCjp87YPHOjiJd0HjAV2kbQWmGp7\nHvAZSR+kmjD7qu3vlfoTgHNsnzXItXwC+AYwAvhO+dC/X095letu4APAKqpVTWcMdo/KfkFX215M\ni2c0lLitxtvlPiIiIiIiIiKigaoFMxHblo1PP55f7IiIGJIR+xzZ7SFERMTb3KZX16nbY3gjvLxw\ndv6v2koj/uCsrvwudJSNKyIiIiIiIiIi3traeY0rIiIiIiIiIn7T9HUvm1RsnazsiYiIiIiIiIjY\nhrSTjWtfSQslLZe0TNKnSvkoSfMlrSw/R5bysZLul/SKpAsaYp1fYjwiaY6kHVv0OaXEXSlpSq18\nuKRZkh6T9KikDzVpu5Oku8r5ZZIurZ07StISSZsknVLKDqqlbu+VtLp8v7ecv0fSc5K+3dDP+0us\nRyRdK6nlKilJu0paK+mqWtn3Jf2k1vc7W7T9rKRVpe5xtfLjS9kqSRe1aLuDpG+WOosk7TfUuJL2\nLzFWlZjD3wp9RERERERERMTm2lnZswn4tO1xwETgXEnjgIuABbYPABaUY4Be4DzgsnoQSaNL+QTb\n7wGGAac2diZpFHAxcBhwKHBx/0QSVZatDbbfDYwDftBizJfZHgscDBwh6YRSvgY4Hbixv6Ltpf2p\n26lSfH+mHB9TqnyZKhtZfYzbAdcCp5Zr+SmvpwZv5hLgn5qUf7SWNn5Dk3sxjuoeHQgcD3xF0jBJ\nw4C/A04o9+EjpW6jqcCztt8FXAF8aSvifgm4osR6tsTuah8RERERERERsaVBJ3tsr7e9pHx/EVgB\njAYmU014UH6eXOpssP0AsLFJuB5gRFkFsxPwZJM6xwHzbffafhaYTzVZAHAm8MXST5/tp5uM9yXb\nC8v3V6lSvY8px0/Yfhho+8VD2wuAFxuK9wBetf1YOZ4PbLHKCEDS+4A9ge+222fNZOAm26/YXk2V\nxvzQ8lll+/FyjTeVus3a9z+jW4FJktRp3NLm/SUG1J53l/uIiIiIiIiIiAYd7dlTXp85GFgE7Gl7\nfTn1c6oJjZZsr6Na7bMGWA88b7vZBMho4Ge147XAaEm7l+NLyutTt0gasM/S5kSqlUdvpKeBHkkT\nyvEpwL6lzwmSZpfv2wF/C1zQNAp8vbzC9Zf9kxeSTpI0o5xvei8GKG/063q2NwHPU01UdRp3D+C5\nEqOxv272sRlJZ0taLGnx7OvmNLkdEREREREREdu+trNxSdoFuA2YZvuF+sIK25bkQdqPpFqhsT/w\nHHCLpI/Z/v87GOsY4Ie2/0zSn1FNHn28WeWyemgOcKXtx9vsoy3lek8FrpC0A9WqndfKucXAWaXq\nJ4C7ba9tshDlo7bXSfotqvv6ceA623OpXieLDtmeBcwC2Pj04wP+PkZERERERMQgnGxcb1dtreyR\ntD3VhMQNtm8vxb+QtHc5vzewxZ4zDY4BVtt+yvZG4HbgcEmH1TYpPglYR1klU4wpZc8AL5V2ALcA\n48s+MP3tZ9TazQJW2p7ZzjV2yvb9to+0fSjVfjyPNan2e8AnJT1BNTF1msqG0WWlU/+rcTdSvd7U\nqNW9aFXesn2Z/NqN6j52GvcZYHe9vgl1vb9u9hERERERERERDdrJxiXgGmCF7ctrp+by+qbEU4A7\nBwm1BpioKluWgEkl5qLaJsVzgXnAsZJGltVAxwLzbBv4FnB0iTcJWG77tVr76WXMX6CaEJg26B0Y\nIpXsWWVlz4XA1Y11bH/U9n+wvR/Vq1zX2b5IUo+kd5T22wMfBB5p0s1c4NSSjWp/4ADgx8ADwAEl\ne9Vwqo2Qm60Gqj+jU4DvlfvYUdzSZmGJAZs/7272EREREREREREN2nmN6wiqV4yWSnqolH0OuBS4\nWdJUqmxUHwaQtBewGNgV6JM0DRhne5GkW6k2TN4EPEh55abOdq+kS6gmBQBm2O4t3y8Erpc0E3gK\nOKOxvaQxVFm7HgWWlNenrrI9W9IhwB3ASOBESZ+3feBAFy/pPmAssIuktcBU2/OAz0j6INWE2Vdt\nf6/UnwCcY/uslkFhB2BemegZBtwL/ENpfxJVxrLptpdJuhlYXu7ZubZfK/U+STUxNgz4mu1lpXwG\nsLhMnF1T7tcqqixpp5Z73HHccu9vKhNpD5bYdLOPiIiIiIiIiNiSskAitkXZsyciIrbGiH2O7PYQ\nIiLibWzTq+u2iezBL997df6v2kojjjmnK78LHWXjioiIiNjWZaInIiIi3u4y2RMRERERERERsQ1p\nZ4PmfSUtlLRc0jJJnyrloyTNl7Sy/BxZysdKul/SK5IuaIh1fonxiKQ5knZs0eeUEnelpCm18uGS\nZkl6TNKjkj7UpO1Oku4q55f1Z78q546StETSJkmnlLKDatm8eiWtLt/vlfTeci3LJD0s6Y9qsfaX\ntEjSKknfLJsNN47l0Frsf5X032vnjpf0k9L+ohb3YYcSe1Xpa7/auc+W8p9IOq5F+6ZjHErcVuPt\nZh8RERERERHxJurry2drP13SzsqeTcCnbY8DJgLnShoHXAQssH0AsKAcQ7WB7nlUqcZ/TdLoUj7B\n9nuoNufdYqNdSaOAi4HDqNKRX9w/kUS18fIG2+8GxgE/aDHmy2yPBQ4GjpB0QilfA5xOleocANtL\n+7N5UWV9+kw5PoYq1ftpZRPn44GZknYvTb8EXGH7XcCzwNQm43ikXO97S/u/V5WJaxjwd8AJ5To+\nUu5po6nAs6WPK0qflLqnAv3j+kqJ2ajVGDuKO8h4u9lHRERERERERDQYdLLH9nrbS8r3F4EVwGhg\nMnBtqXYtcHKps8H2A8DGJuF6gBGSeoCdgCeb1DkOmG+71/azwHyqSQGAM4Evln76bD/dZLwv2V5Y\nvr9Klf1rTDl+wvbDQFvTa7Yfs72yfH8S2AD8tiQB7wdubbz+JmPZVA53BPo3tzoUWGX78TLGm6ju\nZ6P6Pb4VmFT6ngzcZPsV26uBVSXmrw0yxk7jNh3vW6CPiIiIiIiIiGjQ0Z495VWcg4FFwJ6215dT\nPwf2HKit7XVUq33WAOuB521/t0nV0cDPasdrgdG1FTWXlFexbpE0YJ+lzYlUK4+2iqRDgeHA/wX2\nAJ6rTeSsLeNG0kmq0p/3tztM0jJgKVVK9k2trrHUn6Eq/Tr1eqXd86Xvlu1rWo5xCHFblXe7j4iI\niIiIiIho0PZkj6RdgNuAabZfqJ9zlb99wJRs5VWsycD+wD7AzpI+1sFYe6hW6PzQ9njgfhpeFWvo\nrweYA1xp+/EO+mkWa2/geuAM2wOuCrI91/b02vGi8hrYIcBn1WKfolr96bbnbs14f1NJOlvSYkmL\nZ183p9vDiYiIiIiIiOiKtiZ7JG1PNdFzg+3bS/EvyiRI/2TIhkHCHAOstv2U7Y3A7cDhZeVL/ybG\nJwHrgH1r7caUsmeo9tDp7/8WYHzZ76W//Yxau1nAStsz27nGViTtCtwF/LntH5XiZ4Ddy4RSfYwt\n2V4B/BJ4D62vsdGv65W+dit9t9N+oDF2GnegZ9LNPjZje5btCbYnnHXaR5pViYiIiIiIiNjmtZON\nS8A1wArbl9dOzQX6M2VNAe4cJNQaYKKqbFkCJpWYi/o3SC4rWuYBx0oaWVYDHQvMK6uHvgUcXeJN\nApbbfq3WfnoZ8xeoJhemDXoHBr724cAdwHW2+/eM6V/JtBA4ZaDrL1mkesr33wHGAk8ADwAHlPPD\nqTYsbraap36PTwG+V/qeC5xaMl7tDxwA/LjecJAxdhq36XjfAn1ERERERETEm8V9+Wztp0vaWdlz\nBPBx4P21FTQfAC4F/puklVSrdi4FkLSXpLXAnwF/IWmtpF1tL6LaZHcJ1f4121GtvtmM7V7gEqp/\n/h8AZpQygAuB/yXp4TKmTze2lzSGKmvXOGBJGe9Z5dwhZWx/SJUZa9kg1/5h4Cjg9Nq1v7c2lj+T\ntIpqX5lrSh/1PXt+H/hXSQ9RTRp9wvbTZf+ZT1JNbK0Abra9rLSv79lzDbBH6ePPKBnPSt2bgeXA\nPcC5tl8r7e+WtM9AY+w07kDj7XIfEREREREREdFA1cKJiG3Lxqcfzy92REQMyYh9juz2ECIi4m1u\n06vr1O0xvBFenndV/q/aSiOO+2RXfhc6ysYVERERERERERFvbZnsiYiIiIiIiIjYhrSzQfO+khZK\nWi5pmaRPlfJRkuZLWll+jizlYyXdL+kVSRc0xDq/xHhE0pxWacglTSlxV0qaUisfLmmWpMckPSrp\nQ03a7iTprnJ+maRLa+eOkrRE0iZJp5Syg2r78fRKWl2+3yvpveValkl6WNIf1WJ9UtIqSZb0jgHu\n3z2SnpP07Ybyb9T6qu8F1O69eJ+kpWUMV5ZNrxvbqpxbVcY/fqhxB3jeXe0jIiIiIiIiIjbXzsqe\nTcCnbY8DJgLnShpHteHuAtsHAAvKMUAvcB5wWT2IpNGlfILt9wDDqDIu0VBvFHAxcBhwKHBx/z/9\nVBsvb7D9bqoNmH/QYsyX2R4LHAwcIemEUr4GOB24sb+i7aX92byoMkV9phwfQ5Xq/TTbBwLHAzMl\n7V6a/h+qjal/2vrWAfBlqs2km+nv6722H+rwXnwV+GOqbFYHlPE1OqF2/uzSZqhxWz3vrvURERER\nERERb6K+vny29tMlg0722F5ve0n5/iJVpqTRwGTg2lLtWuDkUmeD7QeAjU3C9QAjVKUj3wl4skmd\n44D5tnttPwvM5/XJgDOBL5Z++mw/3WS8L9leWL6/SpX9a0w5fsL2w0Bbd9z2Y7ZXlu9PAhuA3y7H\nD9p+oo0YC4AX2+mviab3QtLewK62f1RSk19Huf8NJlOljbftHwG7l7ZDidv0eXe5j4iIiIiIiIho\n0NGePZL2o1otswjY0/b6curnwJ4DtbW9jmq1zxpgPfC87e82qToa+FnteC0wurai5pLyKtYtkgbs\ns7Q5kWqVyFaRdCgwHPi/g9SbIGl2m2H/qryWdIWkHZq0b3ovymdtk/JGA7XvNG6r593NPiIiIiIi\nIiKiQduTPZJ2AW4Dptl+oX6urNAYMCVbeYVnMrA/sA+ws6SPdTDWHqoVOj+0PR64n4ZXxRr66wHm\nAFfafryDfprF2hu4HjjD9oCrgmwvtn1WG2E/C4wFDgFGARd22L5r2nne3ehD0tmSFktaPPu6OW/S\nyCIiIiIiIiLe2nraqSRpe6qJnhts316KfyFpb9vry2TIhkHCHAOstv1UiXk7cLiklcDflzrTgXXA\n0bV2Y4DvA89Q7aHT3/8twFRJw4B/KWVzbU8v32cBK23PbOcaW5G0K3AX8OflFaI3RG0FyyuSvg5c\n0KRaq3uxrnyvl69r0X7fJvWGErfV8+5mH5uxPYvqudMzfLT/9KKvNFaJiIgY1MtP3tftIURERERs\nlXaycQm4Blhh+/LaqblAf4alKcCdg4RaA0xUlS1LwKQSc1Ftk+K5wDzgWEkjy2qgY4F5ZaXHt3h9\nAmESsNz2a7X208uYvwDsBkwb9A4MfO3DgTuo9ou5dWtiNYm9d/kpqr1pHmlSrdW9WA+8IGliaX8a\nze//XOC0ks1qItWrc+uHGLfV8+5mHxERERERERHRoJ2VPUdQZZNaKqk/Y9TngEuBmyVNpcpI9WEA\nSXsBi4FdgT5J04BxthdJupVqw+RNwIOUVRh1tnslXQI8UIpm2O4t3y8Erpc0E3gKOKOxvaQxVFm7\nHgWWlKzeV9n/j737D7+qrPP9/3zFRxJ0TNAZ0w8epRNeHEY7YaRMVscJLpXmCM3k13TGRMPx68nG\n0GykmgMTeCYyRvn6tSK+2KR+DROkb3i0EIma5gpJBk3kR8JIoUihYlqDR8HP+/vHem9dLPb+7L0/\n5Nlgr8d17Yu97nXf7/tea328Lvd93et+xzxJ76aYvBkEnC3p85lpq5FzgfcDR0i6KMsuioiHJV0B\n/C3wVuARSfdGxCWSRgGX1V7FkvQjite1DpX0JDApIpYAt0v6Q0DAw8BlWf/V9k3uxceBbwADgO/m\nB0mX5X2cA9wLfBDYRLEq6uIW7nHduDR43p3sw8zMzMzMzMz2pmLBjNkbS1f/bv9hm5lZn/g1LjMz\n21cHHfk2dXoMvwsv3jPbv6v20YA/m9yRv4W2snGZmZmZmZmZmdn+zZM9ZmZmZmZmZmZvIK1s0Hys\npOWS1klaK+mTWT5Y0lJJG/PfQVk+XNIKSS9JuroS68qM8aik+ZIObtDnxIy7UdLEUnl/SXMlPSZp\ng6QP12k7UNI9eX6tpJmlc++XtFrSbknnZNlJkh7Ozw5Jm/P7/ZLemdeyVtIjkj5SinW7pJ/ltXxd\nRcaydq7lXZLWSNok6cbcrLjaVnluU/Z/crO4lfaNnlHbcRuNt5N9mJmZmZmZmdneWlnZsxv4VESM\nAEYDl0saAUwBlkXEMGBZHgPsAK4AZpWDSOrO8lERcSLQDziv2pmkwcA04FTgFGBa6cf954DtEXEC\nMAL4YYMxz4qI4cBI4DRJ47J8C3AR8M1axYhYU8vmRZH16dN5PJZiM+ALcxPns4DZkg7PprdTbLx8\nEsVGw5e0eS1fBf4aGJafs+pcx7jS+UuzTbO4ZY2eUV/iNhpvJ/swMzMzMzMzs4qm2bgyxfW2/P4b\nSeuBbmACr6VBvwX4AXBNRGwHtkv6swb9DZC0CxgIPFWnzpnA0lrmJklLKX70zwc+RjHBQkT0AM/U\nGe9OYHl+f1nSamBIHv88Y/Y0u+6s/1jp+1OStgN/CPw6Iu6tnZP0k1ofrVyLpB8Ah0XEA1l+K0X6\n9e9W2k+gSPsewAOSDleRsv30Xu5Rtf3p+f3VZ9Ru3Cbj7WQfDXlzTTMz66sBx7yv00MwM7MD3O6X\nt3Z6CPZ7rq09eyQdT7FaZiVwVE4EAfwSOKq3thGxlWK1zxaKyaPnI+K+OlW7gSdKx08C3aUVNTNU\nvIq1QFKvfWabsylWg+wTSacA/YF/q5QfRJGa/nt5PErSvN6uJT9P1ilH0mXK9OlN2tcrr2r0jNqN\n23C8He7DzMzMzMzMXi/R48++fjqk5ckeSYcCdwGTI+KF8rlcvdFrSrZ8VWcCMBQ4BjhE0gVtjLWL\nYvXMjyPiZGAFlVfFKv11Uax0uTEiHm+jn3qxjgZuAy7OFUVlXwH+OSJ+BBARqyJir1e6WhURcyJi\nTt9H2zBu02d0oPch6VJJqyStmndrdZGTmZmZmZmZ2e+HliZ7cvXKXcDtEbEoi3+VkyC1yZDtTcKM\nBTZHxNMRsQtYBLxH0ql6bYPk8cBW4NhSuyFZ9izFHjq1/hcAJ0vqV2o/vdRuLrAxIma3co2NSDoM\nuAf4XO0Vo9K5aRSvdV3VoHmja9nKnq991crbaV+vvKrRM2o3bm/j7WQfe4iIuRExKiJGXXLh+fWq\nmJmZmZmZmb3htZKNS8DNwPqIuL50ajFQy6Q0EfhOk1BbgNEqsmUJGJMxV9Y2SI6IxcAS4AxJg3I1\n0BnAklzRcTev7d0yBlgXEa+U2k/NMV8LvAWY3PQO9H7t/YFvU+w9s7By7hKKPXnOr7Pap6bRtWwD\nXpA0Ou/FhdS/f4uBCzOz1WiKV9+2NYrboH29Z9RW3Cbj7WQfZmZmZmZmZlbRdINm4DSKPWnWSHo4\nyz4LzATulDQJ+AVwLoCktwKrgMOAHkmTgRERsVLSQmA1RYavhyhW3+whInZImgE8mEXTa5v5UmzK\ne5uk2cDTwMXV9pKGUGTt2gCsLuYNuCki5kl6N8XkzSDgbEmfz0xbjZwLvB84QtJFWXZRRDwMzMnr\nXpF9LIqI6ZJGAZdFxCVNruXjwDcoMnl9Nz/U9uvJV7nuBT4IbKJY1XRxs3uU+wXNiYhVNHhGfYnb\naLwd7sPMzMzMzMzMKlQsmDF7Y9n1zOP+wzYzsz5xNi4zM9tXu1/eqk6P4Xfhxf95vX9X7aMB//Wq\njvwttJWNy8zMzMzMzMzM9m+tvMZlZmZmZmZmZr9vejqXOtz2TSsbNB8rabmkdZLWSvpklg+WtFTS\nxvx3UJYPl7RC0kuSrq7EujJjPCppvqSDG/Q5MeNulDSxVN5f0lxJj0naIOnDddoOlHRPnl8raWbp\n3PslrZa0W9I5WXZSKZvXDkmb8/v9kt6Z17JW0iOSPlKKdbukn+W1fF1FxrJG9/AwSU9KuqlU9oNs\nX+v7jxq0/YykTVn3zFL5WVm2SdKUBm3fLOlbWWelpOP7GlfS0IyxKWP23x/6MDMzMzMzM7M9tfIa\n127gUxExAhgNXC5pBDAFWBYRw4BleQywA7gCmFUOIqk7y0dFxIlAP+C8ameSBgPTgFOBU4BptYkk\nio2Xt0fECcAI4IcNxjwrIoYDI4HTJI3L8i3ARcA3axUjYk0tmxdF1qdP5/FYio2FL8xNnM8CZks6\nPJveDgwHTqLYUPiSRjcQmAH8c53yvyplEtsrnXje5/OAWv9fUZFqvh/wZWBc3ofzs27VJOC5iHg7\ncAPwxX2I+0Xghoz1XMbuaB9mZmZmZmZmtremr3FlSuxt+f03ktYD3cAEXkuDfgvwA+CanLTYLunP\nGvQ3QNIuYCDwVJ06ZwJLS9mlllJMFswHPkYxwUKmO3+mznh3Asvz+8uSVgND8vjnGbOltWgR8Vjp\n+1OStgN/CPw6Iu6tnZP0k1ofVZLeBRwFfA8Y1Uq/JROAOyLiJWCzpE0UE2AAmyLi8ezjjqy7rk77\nv8/vC4GbJKnduPnMPwD8Zda5JeN+tZN9RC+7i3tzTTMz66sXn/pRp4dgZmZmtk/a2qA5X58ZCawE\njsqJIIBfUkxoNBQRWylW+2yhmDx6PiLuq1O1G3iidPwk0F1aUTMjX8VaIKnXPrPN2RQrj/aJpFOA\n/sC/VcoPokhN/708HqUi/TmS3gT8I3A19f1TvsL133OCBEnjJU3P83XvRS/lVa/Wi4jdwPPAEX2I\newTFBNfuOv11sg8zMzMzMzMzq2h5skfSocBdwOSIeKF8LldY9JqSLV/FmgAMBY4BDpF0QRtj7aJY\nPfPjiDgZWEHlVbFKf10Uq4FurK0i6StJRwO3ARfniqKyrwD/HBE/AoiIVRFRe6Xr48C9EfFknbB/\nFREnAe/Lz0ez/eKImLov4/19JelSSaskrerp+fdOD8fMzMzMzMysI1rKxpWrV+4Cbo+IRVn8K0lH\nR8S2nAzZa8+ZirHA5oh4OmMuAt4jaSPwtawzFdjKa6+HQTHB8wPgWYo9dGr9LwAm5R4w/5pl5YmS\nucDGiJjdyjU2Iukw4B7gcxHxQOXcNIrXuv7PBs3/BHifpI8DhwL9Jf02IqbkSqfaq3HfpHjF6dZK\n+63AsaXjIVlGL+X12j+Zk19vobiP7cZ9FjhcUleurCnX72Qfe4iIuRTPna7+3b1OPpqZmZmZmVkT\ne611sANFK9m4BNwMrI+I60unFgO1TFkTge80CbUFGK0iW5aAMRlzZWmT4sXAEuAMSYNyNdAZwJJc\nPXQ3r00EjQHWRcQrpfZTc8zXUkwITG56B3q/9v7At4FbI2Jh5dwlFPsLnV9ntQ8AEfFXEfEfIuJ4\nile5bo2IKZK6JB2ZcQ4C/ivwaJ0Qi4HzMhvVUGAY8BPgQWBYZq/qT7ER8uIG7WvP6Bzg+3kf24qb\nbZZnDNjzeXeyDzMzMzMzMzOraGVlz2kUrxitkfRwln0WmAncKWkS8AvgXABJbwVWAYcBPZImAyMi\nYqWkhcBqigxfD5GrMMoiYoekGRSTAgDTa5s1A9cAt0maDTwNXFxtL2kIRdauDcDq3ArnpoiYJ+nd\nFJM3g4CzJX0+M201ci7wfuAISRdl2UUR8TAwJ697RfaxKCKmSxoFXFZ6laueNwNLcqKnH3A/8P/k\n+MdTZCybGhFrJd1JsfHybuDyiHgl632CYmKsH/D1iFib5dOBVTlxdnPer00UWdLOy3vcdty893fk\nRNpDGZtO9mFmZmZmZmZme5MXSNgbkV/jMjOzvnI2LjMz21cHHfk2dXoMvwsvfuc6/67aRwMm/G1H\n/hbaysZlZmZmZmZmZmb7N0/2mJmZmZmZmZm9gbSUjcvMzMzMzMzMfs/0OBvXgaqVbFzHSlouaZ2k\ntZI+meWDJS2VtDH/HZTlwyWtkPSSpKsrsa7MGI9Kmi/p4AZ9Tsy4GyVNLJX3lzRX0mOSNkj6cJ22\nAyXdk+fXSppZOvd+Sasl7ZZ0TpadJOnh/OyQtDm/3y/pnXktayU9IukjpVg3S/ppli+UdGidsZxS\niv1TSX9eOneWpJ9J2iRpSoP78GZJ38o6KyUdXzr3mSz/maQzG7Qfmu02ZZz+fY3baLyd7MPMzMzM\nzMzM9tbKa1y7gU9FxAhgNHC5pBHAFGBZRAwDluUxFNmSrgBmlYNI6s7yURFxIkUmpr2yKkkaDEwD\nTgVOAabVJpIosmxtj4gTgBHADxuMeVZEDAdGAqdJGpflW4CLgG/WKkbEmlrqdooU35+ADQ6FAAAg\nAElEQVTO47HATuDCzNh1FjBb0uHZ9MqI+M8R8Y6M+4k643g0r/ed2f5rKtKu9wO+DIzL6zg/72nV\nJOC5iHg7cAPwxbxHI/Le1cb1lYxZ9UXghmz/XMZrO26T8XayDzMzMzMzMzOraDrZExHbImJ1fv8N\nsB7oBiYAt2S1W4APZZ3tEfEgsKtOuC5ggKQuYCDwVJ06ZwJLI2JHRDwHLKWYFAD4GPCF7KcnIp6p\nM96dEbE8v79Mkep9SB7/PCIeAVpaixYRj0XExvz+FLAd+MM8fgFAkoABwF67lOdYdufhwaU6pwCb\nIuLxHOMdFPezqnyPFwJjsr8JwB0R8VJEbAY2ZcxXZb0PZDsoPaM+xK073v2gDzMzMzMzMzOraGuD\n5nwVZySwEjgqIrblqV8CR/XWNiK2Uqz22QJsA56PiPvqVO0GnigdPwl0l1bUzMhXsRZI6rXPbHM2\nxcqjfSLpFKA/8G+lsn+iuPbhwP+dZeMlTS/VOVXSWmANcFlO/tS9xqw/XdL4LH+1XrZ7Hjiit/Yl\nRwC/Lk02leu0G7dReaf72IOkSyWtkrSqp+ff61UxMzMzMzMze8NrebIn96S5C5hcW9VSExFBnZUt\nlfaDKFZ1DAWOAQ6RdEEbY+2iWKHz44g4GVhB5VWxSn9dwHzgxoh4vI1+6sU6GrgNuDgiXl0VFBEX\nU1zLeuAjWbY4IqaW6qzM18DeDXxGDfYpKtWfGhGL92W8v68iYm5EjIqIUW960yGdHo6ZmZmZmZlZ\nR7Q02SPpIIqJntsjYlEW/yonQWqTIdubhBkLbI6IpyNiF7AIeE+ufKltYjwe2AocW2o3JMuepdhD\np9b/AuDk3O+l1n56qd1cYGNEzG7lGhuRdBhwD/C5iHigej4iXqF45WivzaIr9dYDvwVOpPE1Vr1a\nLyev3kJxH1pp/yxweLar1mk3bm/PpJN9mJmZmZmZmVlFK9m4BNwMrI+I60unFgO1TFkTge80CbUF\nGK0iW5aAMRlzZW2D5FzRsgQ4Q9KgXA10BrAkVw/dDZye8cYA6yLilVL7qTnmaykmFyY3vQO9X3t/\n4NvArRGxsFQuSW+vfQfGAxvqtB9am6SQdBzF614/Bx4EhuX5/hQbFtdbzVO+x+cA38/7sBg4LzNe\nDQWGAT8pN8x6y7Md7PmM2o1bd7z7QR9mZmZmZmb2eokef/b10yFdzatwGvBRYI2kh7Pss8BM4E5J\nk4BfAOcCSHorsAo4DOiRNBkYERErJS2k2DB5N/AQxeqbPUTEDkkzKH78A0yPiB35/RrgNkmzgaeB\ni6vtJQ2hyNq1AVhdzMVwU0TMk/RuismbQcDZkj6fr1g1ci7wfuAISRdl2UXAI8AtuepHwE+B/5b9\nj6fIwDUVeC8wRdIuik2hP17bVFrSJygmtvoBX4+ItVk+HViVE1835/Vuoshydl7eo7WS7gTW5b28\nPFcYIele4JLcUPoa4I6c/Hoo49HHuHXH2+E+zMzMzMzMzKxCxcIJszeWrv7d/sM2M7M+efGpH3V6\nCGZmdoA76Mi3qdNj+F14cdE/+HfVPhrwF5/tyN9CW9m4zMzMzMzMzMxs/+bJHjMzMzMzMzOzN5BW\nNmg+VtJySeskrZX0ySwfLGmppI3576AsHy5phaSXJF1diXVlxnhU0vxGacglTcy4GyVNLJX3lzRX\n0mOSNkjaKwNWbgB9T55fK2lm6dxVeR2PSFom6ThJJ5Wyee2QtDm/399kLO+StEbSJkk35kbN1bH0\ndi9+nu0flrSqwX1Qxt6UYz652T2qtG/0jNqO2+h6O9mHmZmZmZmZme2t6Z49KtKqHx0RqyX9AfCv\nwIcoNireEREzJU0BBkXENZL+CDgu6zwXEbMyTjfwLxSbNb+oYpPeeyPiG5X+BlNs8DwKiOzvXRHx\nnKTPA/0i4u8kvQkYXNvwuNR+IHBqRCxXkdVpGfAPEfFdSX8KrIyInZL+G3B6RHyk1PYbwP+sZd5q\nMpafAFcAK4F7gRsj4ruVsdS9F3nu5xQbOe8x/kr7DwJ/A3wQOBX4vyLi1N7GVWl/XYNn1HbcRtfb\nyT4a3TeAXc887ndLzcysTwYc875OD8HMzA5wu1/e+sbYs2fhtf5dtY8GnPN3++eePRGxLSJW5/ff\nAOuBbmACcEtWu4ViQoOI2B4RDwK76oTrAgaoSEc+EHiqTp0zgaURsSMnL5YCZ+W5jwFfyH566k2U\nRMTOiFie31+myP41JI+XR8TOrPpArbwXdceSE2CHRcQDmRr81tr1V8bS271oxQSKtO8REQ8Ah2ff\nvd2javu9nlG7cZtcbyf7MDMzMzMzM7OKtvbskXQ8MJJi5cVREbEtT/0SOKq3thGxFZgFbAG2Ac9H\nxH11qnYDT5SOnwS6JR2exzMkrZa0QFKvfWabsylW91RNAr5bp7zpWPLzZJ1yJF0m6bImcaFY1XKf\npH+VdGlpzOX2vfVfr7yq0TNqN27D6+1wH2ZmZmZmZmZW0fJkj6RDgbuAyRHxQvlcrsTodXlX7rMy\nARgKHAMcIumCNsbaRbES58cRcTKwgmLyqFF/XcB8ileBHq+cu4DiNaIvtdF/SyJiTkTMaaHqe/M6\nxgGXS3p/m+3bHVfTZ3Sg9yHpUkmrJK2ad+v813MYZmZmZmZmZvutliZ7JB1EMdFze0QsyuJf5as3\ntX19tjcJMxbYHBFPR8QuYBHwHkmn6rUNkscDW4FjS+2GZNmzwM5sB7AAOFlSv1L76aV2c4GNETG7\nci1jgc8B4yPipSZjbjSWrez5ClitvGW50omI2A58Gzilzf7rlVc1ekbtxu3tejvZxx4iYm5EjIqI\nUZdceH69KmZmZmZmZmZveK1k4xJwM7A+Iq4vnVoM1DIpTQS+0yTUFmC0imxZAsZkzJUR8c78LAaW\nAGdIGpSrgc4AluSKjruB0zPeGGBdRLxSaj81x3wt8BZgcuVaRgJfo5joaTY5RS9j2Qa8IGl0XsuF\nLVx/eRyH5GbXSDok4z5ap+pi4MLMbDWa4tW3bY3G1aB9vWfUVtwm19vJPszMzMzMzMysoquFOqcB\nHwXWSHo4yz4LzATulDQJ+AVwLoCkt1JkWzoM6JE0mSID10pJCyk2TN4NPESx+mYPEbFD0gzgwSya\nHhE78vs1wG2SZgNPAxdX20saQrFyZwOwupg34KaImEfx2tahwIIs3xIR4xtdeJOxfBz4BjCAYu+f\n72b/l2XbOY3uBXAk8O0cQxfwzYj4XrU9RUaqDwKbKFY1XdxsXJLmAXMiYhUNnlFf4ja63g73YWZm\nZmZmZq+Xnp5Oj8D6qGnqdbMDkVOvm5lZXzn1upmZ7as3TOr1O6f7d9U+GnDu1P0z9bqZmZmZmZmZ\nmR04PNljZmZmZmZmZvYG0soGzcdKWi5pnaS1kj6Z5YMlLZW0Mf8dlOXDJa2Q9JKkqyuxrswYj0qa\nL+ngBn1OzLgbJU0slfeXNFfSY5I2SPpwnbYDJd2T59dKmlk6d1VexyOSlkk6TtJJpWxeOyRtzu/3\nNxnL/5D0hKTfNrl/n5G0SdLPJJ1ZKj8ryzZJmtKg7ZslfSvrrJR0fLO4lfZDs92mjNO/r3EbjbeT\nfZiZmZmZmZnZ3lpZ2bMb+FREjABGA5dLGgFMAZZFxDBgWR4D7ACuAGaVg0jqzvJREXEi0A84r9qZ\npMHANOBUinTk02oTSRQbL2+PiBMoNjr+YYMxz4qI4cBI4DRJ47L8oez/HcBC4LqIWFPL5kWR9enT\neTy2yVjupn669PK1jMhr/GPgLOArKlLF9wO+DIzL6zg/61ZNAp6LiLcDNwBf7C1unfZfBG7I9s9l\nvLbjNhlvJ/swMzMzMzMzs4qmkz0RsS0iVuf33wDrgW5gAnBLVrsF+FDW2R4RDwK76oTrAgZI6gIG\nAk/VqXMmsDQidkTEc8BSikkBgI8BX8h+eiLimTrj3RkRy/P7yxTZv4bk8fKI2JlVH6iV96LhWCLi\ngUwX3psJwB0R8VJEbKbITHVKfjZFxOM5xjuybr32tXu8EBgjSb3EfVXW+0C2g9Iz6kPcuuPdD/ow\nMzMzMzMzs4q29uzJV3FGAiuBo0qTHb8EjuqtbURspVjtswXYBjwfEffVqdoNPFE6fhLolnR4Hs+Q\ntFrSAkm99pltzqZYeVQ1iddSezdSdyxN+hwvaXqT9g3jSpouaXy1fUTsBp4HjmhxXEcAv8521Trt\nxm1U3uk+zMzMzMzM7PUS4c++fjqk5ckeSYcCdwGTI+KF8rko8rf3ehX5+tMEYChwDHCIpAvaGGsX\nxUqcH0fEycAKKq+KVfrrAuYDN0bE45VzFwCjgC+10X9LImJxREzdh/ZTI2Lx73JMvy8kXSpplaRV\n826d3+nhmJmZmZmZmXVES5M9kg6imOi5PSIWZfGvJB2d548GtjcJMxbYHBFPR8QuYBHwHkmn6rUN\nkscDW4FjS+2GZNmzwM5sB7AAODn3e6m1n15qNxfYGBGzK9cylmLvn/ER8VKTMTcaS6satW817qv1\ncvLqLRT3oZX2zwKHZ7tqnXbj9vZMOtnHHiJibkSMiohRl1x4fr0qZmZmZmZmZm94rWTjEnAzsD4i\nri+dWgzUslNNBL7TJNQWYLSKbFkCxmTMlbUNknNFyxLgDEmDcjXQGcCSXD10N3B6xhsDrIuIV0rt\np+aYr6WYXJhcuZaRwNcoJnqaTU7RaCwttKtZDJyXmamGAsOAnwAPAsMyy1R/ig2L663mKd/jc4Dv\n531oFPdVWW95toM9n1G7ceuOdz/ow8zMzMzMzMwquppX4TTgo8AaSQ9n2WeBmcCdkiYBvwDOBZD0\nVmAVcBjQI2kyMCIiVkpaSLFh8m6KzFhzq51FxA5JMyh+/ANMj4gd+f0a4DZJs4GngYur7SUNoVi5\nswFYXcwrcVNEzKN4betQYEGWb4mI8dUYrYxF0nXAXwIDJT0JzIuIv8/VSaPyday1ku4E1uU1Xx4R\nr2T7T1BMHPUDvh4Ra7N8OrAqJ75uzuvdRJHl7LwcV29x7wUuiYin8n7dkZNfD2U8+hi37ng73IeZ\nmZmZmZmZVSg6uGGQ2etl1zOP+w/bzMz6ZMAx7+v0EMzM7AC3++Wt6vQYfhde/Nbn/btqHw34yLSO\n/C20srLHzMzMzMzMzH7f9PR0egTWR22lXjczMzMzMzMzs/1bKxs0HytpuaR1ktZK+mSWD5a0VNLG\n/HdQlg+XtELSS5KursS6MmM8Kmm+pIMb9Dkx426UNLFU3l/SXEmPSdog6cN12g6UdE+eXytpZunc\nVXkdj0haJuk4SSeVsnntkLQ5v9/fZCz/Q9ITkn7bwj38D5J+W74fkn4uaU32tapBO0m6UdKmHPPJ\nze5RpX2jZ9R2XEnvyvFuyrbqdB9mZmZmZmZmtrdWVvbsBj4VESOA0cDlkkYAU4BlETEMWJbHUGzG\newUwqxxEUneWj4qIEyk24T2v2pmkwcA04FTgFGBa6cf954DtEXECMAL4YYMxz4qI4cBI4DRJ47L8\noez/HcBC4LqIWFPL5kWRKerTeTy2yVjuzrJWXA98t075n2Zfoxq0G0eRrWoYcCnwVWh6j8oaPaO+\nxP0q8NeldmftB32YmZmZmZmZWUXTyZ6I2BYRq/P7b4D1QDcwAbglq90CfCjrbI+IB4FddcJ1AQMk\ndQEDgafq1DkTWBoROyLiOWApr/3o/xjwheynJyKeqTPenRGxPL+/TJH9a0geL4+InVn1gVp5LxqO\nJSIeiIhtTdoj6UPAZmBts7p1TABujcIDwOGSju5tXHXa7/WM2o2b5w7Law7g1kqsTvVhZmZmZmZm\nZhVt7dkj6XiK1TIrgaNKkx2/BI7qrW1EbKVY7bMF2AY8HxH31anaDTxROn4S6JZ0eB7PkLRa0gJJ\nvfaZbc6mWA1SNYn6q22ajqVJn+NVpE9H0qEUacM/X6dqAPdJ+ldJl5baXybpsib9tzquRs+o3bjd\n+b1ef53sw8zMzMzMzMwqWp7syYmLu4DJEfFC+VyuxOg1JVu+qjMBGAocAxwi6YI2xtpFsRLnxxFx\nMrCCyqtilf66gPnAjRHxeOXcBcAo4Ett9N+SiFgcEVPz8O+BGyKi3r4+783rGEfxatz7s/2ciJjz\nOoyr6TM60PuQdKmkVZJWzbt1/us5DDMzMzMzM7P9Vkup1yUdRDHRc3tELMriX0k6OiK25Ss425uE\nGQtsjoinM+Yi4D2SNgJfyzpTga3A6aV2Q4AfAM8CO4Fa/wuASZL6Af+aZeWJlrnAxoiYXbmWsRR7\n//yXiHipyZgbjaVVpwLnSLoOOBzokfS/IuKmXOlERGyX9G2K/Wv+uU7/x1b639rGuBo9o3bjbmXP\nV95q9Tvdxx4iYi7Fc6erf3f8zZSv1KtmZmbWqxef+lGnh2BmZrZ/cOr1A1Yr2bgE3Aysj4jrS6cW\nA7VMShOB7zQJtQUYrSJbloAxGXNlbYPkiFgMLAHOkDQoVwOdASzJFR1389pEwRhgXUS8Umo/Ncd8\nLfAWYHLlWkZSTCyNj4hmk1M0GksL7QCIiPdFxPERcTwwG/iHiLhJ0iGS/iDHdEjGfbROiMXAhZnZ\najTFq2/b2hhXo2fUVtw894Kk0fnsLqzE6lQfZmZmZmZmZlbRysqe04CPAmskPZxlnwVmAndKmgT8\nAjgXQNJbgVXAYRQrWSYDIyJipaSFFBsm76bIjDW32llE7JA0A3gwi6ZHxI78fg1wm6TZwNPAxdX2\nkoZQrNzZAKzO7N03RcQ8ite2DgUWZPmWiBjf6MJ7G0uu1vlLYKCkJ4F5EfH3ksZTZPyaWj8qUOw5\n8+0cQxfwzYj4Xsa9LPueA9wLfBDYRLGq6eIWxjUPmBMRq2jwjPoSF/g48A1gAMVeR7X9jjrZh5mZ\nmZmZmZlVqFgwY/bG0tW/23/YZmbWJ36Ny8zM9tVBR75NnR7D78KLt/93/67aRwP+akZH/hZa2rPH\n7EDj/1E3M7O+GnDM+zo9BDMzO8Dtfnlr80pmr6O2Uq+bmZmZmZmZmdn+rZUNmo+VtFzSOklrJX0y\nywdLWippY/47KMuHS1oh6SVJV1diXZkxHpU0X9LBDfqcmHE3SppYKu8vaa6kxyRtkPThOm0HSron\nz6+VNLN07qq8jkckLZN0nKSTJD2cnx2SNuf3+xuNpbc+KmM5pRT7p5L+vHTuLEk/k7RJ0pQG7d8s\n6VtZZ6Wk40vnPpPlP5N0ZoP2Q7PdpozTv69xG423k32YmZmZmZnZ6yh6/NnXT4e0srJnN/CpiBgB\njAYulzQCmAIsi4hhwLI8BtgBXAHMKgeR1J3loyLiRKAfcF61M0mDgWkUactPAabVJpIoNl7eHhEn\nACOAHzYY86yIGA6MBE6TNC7LH8r+3wEsBK6LiDW1bF4UWZ8+ncdjm4ylUR9lj2Z/7wTOAr4mqUtF\nuvgvA+PyOs7Pe1o1CXguIt4O3AB8Me/RiLx3f5xxv5Ixq74I3JDtn8t4bcdtMt5O9mFmZmZmZmZm\nFU0neyJiW0Sszu+/AdYD3cAE4JasdgvwoayzPSIeBHbVCdcFDJDUBQwEnqpT50xgaUTsiIjngKUU\nkwIAHwO+kP30RMQzdca7MyKW5/eXKbJ/Dcnj5RGxM6s+UCvvRd2x9NZHnbHszsODgdrmVqcAmyLi\n8Wx/B8X9rCrf44XAGEnK8jsi4qWI2EyR8eqUcsOs94FsB6Vn1Ie4dce7H/RhZmZmZmZmZhVt7dmT\nr+KMBFYCR0XEtjz1S4p04g1FxFaK1T5bgG3A8xFxX52q3cATpeMngW5Jh+fxDEmrJS2Q1Guf2eZs\nipVHVZN4LbV3I3XH0lsfksZLml46f6qktcAa4LKc/GkYV9J0Fenb9+g/2z0PHNHKuLLer0uTTeU6\n7cZtVN7pPszMzMzMzMysouXJHkmHAncBkyPihfK5KPK395qSLV9/mgAMBY4BDpF0QRtj7aJYPfPj\niDgZWEHlVbFKf13AfODGiHi8cu4CYBTwpTb6b6mPiFgcEVNrdSJiZUT8MfBu4DNqsE9Rqf7UiFi8\nL+P6fSXpUkmrJK2ad+v8Tg/HzMzMzMzMrCNamuyRdBDFRM/tEbEoi38l6eg8fzSwvUmYscDmiHg6\nInYBi4D35MqX2ibG44GtwLGldkOy7FlgZ7YDWACcnPu91NpPL7WbC2yMiNmVaxlLsffP+Ih4qcmY\nG42l1z7qiYj1wG+BE1uIu1f/ObH0For70Er7Z4HDs121Trtxe3smnexjDxExNyJGRcSoSy48v14V\nMzMzMzMzsze8VrJxCbgZWB8R15dOLQZqmbImAt9pEmoLMFpFJisBYzLmytoGybmiZQlwhqRBuRro\nDGBJrh66Gzg9440B1kXEK6X2U3PM11JMLkyuXMtI4GsUEz3NJqdoNJbe+qj0N7Q2SSHpOGA48HPg\nQWBYnu9PsWFxvdU85Xt8DvD9vA+LgfMy49VQYBjwk3LDrLc828Gez6jduHXHux/0YWZmZmZmZq+X\nnh5/9vXTIV3Nq3Aa8FFgjaSHs+yzwEzgTkmTgF8A5wJIeiuwCjgM6JE0GRgRESslLaTYzHg3RWas\nudXOImKHpBkUP/4BpkfEjvx+DXCbpNnA08DF1faShlCs3NkArC7mlbgpIuZRvLZ1KLAgy7dExPhq\njGZj6a2PXJ00Kiee3gtMkbQL6AE+XttUWtInKCaO+gFfj4i1WT4dWJUTXzfn9W6iyHJ2Xo5rraQ7\ngXV5Ly+PiFey/b3AJRHxVN6vO3Ji6qGMRx/j1h1vh/swMzMzMzMzswoVCyfM3lh2PfO4/7DNzKxP\nBhzzvk4PwczMDnC7X96qTo/hd+HFWz/j31X7aMCFX+jI30IrK3vMDjj+H3UzM+urF5/6UaeHYGZm\nZrZP2kq9bmZmZmZmZmZm+zdP9piZmZmZmZmZvYG0ko3rWEnLJa2TtFbSJ7N8sKSlkjbmv4OyfLik\nFZJeknR1JdaVGeNRSfMlHdygz4kZd6OkiaXy/pLmSnpM0gZJH67TdqCke/L8WkkzS+euyut4RNIy\nScdJOqmUun2HpM35/f4mY/mepJ9mH3Mk9aszlt7uxc8lrcm+VjW4D5J0o6RNOeaTm92jSvtGz6jt\nuJLelePdlG3V6T7MzMzMzMzMbG+trOzZDXwqIkYAo4HLJY0ApgDLImIYsCyPoci8dAUwqxxEUneW\nj4qIEykyLp1X7UzSYGAacCpwCjCt9OP+c8D2iDgBGAH8sMGYZ0XEcGAkcJqkcVn+UPb/DmAhcF1E\nrKmlbqdIC/7pPB7bZCznRsR/Bk4E/hD4P+qMo+69KPnT7GtUg/PjKFKTDwMuBb7awj0qa/SM+hL3\nq8Bfl9qdtR/0YWZmZmZmZq+XCH/29dMhTSd7ImJbRKzO778B1gPdwATglqx2C/ChrLM9Ih4EdtUJ\n1wUMkNQFDASeqlPnTGBpROyIiOeApbz2o/9jwBeyn55aGvPKeHdGxPL8/jJFqvchebw8InZm1Qdq\n5b1oOJaIeKF0Tf2BvZ5ik3vRignArVF4ADhc0tG9jatO+72eUbtx89xhEfFAFOnbbq3E6lQfZmZm\nZmZmZlbR1p49ko6nWC2zEjgqIrblqV8CR/XWNiK2Uqxw2QJsA56PiPvqVO0GnigdPwl0Szo8j2dI\nWi1pgaRe+8w2Z1OsBqmaBHy3t/aNxlKKvwTYDvyGYqUQki6TdFmTuFBMDt0n6V8lXVqKWW7fqP9e\nx1XS6Bm1G7c7v9frr5N97EHSpZJWSVrV0/Pv9aqYmZmZmZmZveG1PNkj6VDgLmByaVULALkSo9f1\nSfmqzgRgKHAMcIikC9oYaxfFSpwfR8TJwAoavx5Frh6aD9wYEY9Xzl0AjAK+1Eb/e4mIM4GjgTcD\nH8iyORExp4Xm783rGEfxatz722zf7libPqMDvY+ImBsRoyJi1JvedMjrOQwzMzMzMzOz/VZLkz2S\nDqKY6Lk9IhZl8a/y1Rvy3+1NwowFNkfE0xGxC1gEvEfSqXptg+TxwFbg2FK7IVn2LLAz2wEsAE6W\n1K/Ufnqp3VxgY0TMrlzLWIq9f8ZHxEtNxtxoLK+KiP8FfIdiIqtludKJiNgOfJti/5pW+286rtTo\nGbUbdyt7vvJW7q+TfZiZmZmZmZlZRSvZuATcDKyPiOtLpxYDtUxKEykmPHqzBRitIluWgDEZc2Vt\ng+SIWAwsAc6QNChXA50BLMkVHXcDp2e8McC6iHil1H5qjvla4C3A5Mq1jAS+RjHR08qEQd2xSDq0\nNPnQBfwZsKGFeLVxHCLpD2rfM+6jdaouBi7MzFajKV5929ZoXA3a13tGbcXNcy9IGp3P7sJKrE71\nYWZmZmZmZmYVXS3UOQ34KLBG0sNZ9llgJnCnpEnAL4BzASS9FVgFHAb0SJoMjIiIlZIWUmyYvJsi\nM9bcamcRsUPSDODBLJoeETvy+zXAbZJmA08DF1fbSxpCsXJnA7A6s3ffFBHzKF7bOhRYkOVbImJ8\nowtvNJbcK2ixpDdTTJgtB+Zk/5dl2zmN7gVwJPDtHEMX8M2I+F61PXAv8EFgE8Wqpoub3SNJ84A5\nEbGKBs+oL3GBjwPfAAZQ7HVU2++ok32YmZmZmZnZ66Wnp9MjsD5SdDAVmNnrpat/t/+wzcysT158\n6kedHoKZmR3gDjryber0GH4XXvynv/Xvqn004OLrOvK30FY2LjMzMzMzMzMz2795ssfMzMzMzMzM\nrEMknSXpZ5I2SZpS5/x/kLRc0kOSHpH0wWYxW9mg+dgMuk7SWkmfzPLBkpZK2pj/Dsry4ZJWSHpJ\n0tWVWFdmjEclzZd0cIM+J2bcjZImlsr7S5or6TFJGyR9uE7bgZLuyfNrJc0snbsqr+MRScskHSfp\npFI2rx2SNuf3+3sbSynmYkn1NlcmNye+MR/YI5JObnaNlfaN7nHDuJX275K0JuvdmBsf9yluL8+k\nY32YmZmZmZmZHcgk9QO+DIyj2OP3fEkjKtX+DrgzIkYC5wFfaRa3lZU9u4FPRSgRKsAAACAASURB\nVMQIYDRweXY8BVgWEcOAZXkMsAO4AphVuYDuLB8VEScC/XKQ1QsdDEwDTqVIRz6tNlFAsfHy9og4\ngeIm/LDBmGdFxHBgJHCapHFZ/lD2/w5gIXBdRKypZfOiyPr06Twe22QsSPoL4Le93LtxwLD8XAp8\ntYVrLGt0j+vGreOrwF+X6p7Vl7hNxtvJPszMzMzMzMwOZKcAmyLi8Yh4GbgDmFCpExSJn6DIPP5U\ns6BNJ3siYltErM7vvwHWA93Z+S1Z7RbgQ1lne0Q8COyqE64LGKAiXfnABgM8E1gaETsi4jlgKa/9\nuP8Y8IXspycinqkz3p0RsTy/v0yR/WtIHi+PiJ1Z9YFaeS8ajkXSocBVwLW9tJ8A3BqFB4DDVaRs\n7+0aq+33use9xH1VHh8WEQ9k2vpbK+3biVt3vPtBH2ZmZmZmZvZ66enxZ18/zXUDT5SOn8yysr8H\nLpD0JEXm679pFrStPXskHU+xWmYlcFREbMtTvwSO6q1tRGylWO2zBdgGPB8R99WpWvdCJR2exzMk\nrZa0QEUK9N7GezhwNsXKkqpJvJbau5HebvoM4B8p0oqX+7xMmT69l/YN40qaJ2lUlje6x638MXRn\neb067cbtrbyTfZiZmZmZmZnttyRdKmlV6XNpH8KcD3wjIoYAHwRuk9TrfE7Lkz25kuUuYHJEvFA+\nlysuek3Jlq/kTACGAscAh0i6oNX+KVYFDQF+HBEnAyuovCpW6a8LmA/cGBGPV85dAIwCvtRG/+X2\n7wT+Y0R8u3ouIuZExJy+xM32l0TEqjrlTe9xH/t7XeL+7+4D9vyPqKfn31/v7szMzMzMzMx6FRFz\nI2JU6TO3UmUrcGzpeEiWlU0C7sx4K4CDgSN767elyR5JB1FM9NweEYuy+Fe1V4fy3+1NwowFNkfE\n0xGxC1gEvEfSqXptg+TxNL7QZylW0dT6XwCcLKlfqf30Uru5wMaImF25lrEUe/+Mj4iXmoy50Vj+\nBBgl6efAvwAnSPpBG+1beZjQ+B630n4re76mVq7TbtzeyjvZxx7K/xG96U2H1KtiZmZmZmZmtj95\nEBgmaaik/hR7Gy+u1NkCjAGQ9J8oJnue7i1oK9m4BNwMrI+I60unFgO1jEkTge80CbUFGK0iW5Zy\noOsjYmVtg+SIWAwsAc6QNChXA50BLMnVIXcDp2e8McC6iHil1H5qjvlaik2LJleuZSTwNYqJnmaT\nU/Qylq9GxDERcTzwXuCxiDi9TvvFwIWZgWo0xatr2xrFbdC+3j1uFPdVefyCpNF5vy+stG8nbqP7\n0Ok+zMzMzMzMzA5YEbEb+ATFb+L1FFm31kqangtiAD4F/LWkn1K8wXRRzpE01NVC36cBHwXWSHo4\nyz4LzATulDQJ+AVwLoCktwKrKHaK7pE0GRgRESslLaTYMHk3RWas6vIlImKHpBkUs1sA0yNiR36/\nhuLdtNkUs1gXV9tLGkKxcmcDsLqYH+CmiJhH8drWocCCLN8SEeOrMVocS121/XryVa57Kd6n20Sx\nKuniZnElzQPm5Ktcde9xo7jZ/uEoMosBfBz4BjCAYn+i2h5FbcVtch862YeZmZmZmZnZAS0i7qX4\nrVwum1r6vo5ibqZlajIZZHZA6urf7T9sMzPrkxef+lGnh2BmZge4g458mzo9ht+FF2++2r+r9tGA\nSbM68rfQysoeMzMzMzMzM/t9Ey2lDrf9UFup183MzMzMzMzMbP/WygbNx0paLmmdpLWSPpnlgyUt\nlbQx/x2U5cMlrZD0kqSrK7GuzBiPSpov6eAGfU7MuBslTSyV95c0V9JjkjZI+nCdtgMl3ZPn10qa\nWTp3VV7HI5KWSTpO0kmlbF47JG3O7/f3NpZSzMWSHm1yD98tabekc0plr5T6re60XavzZknfkrRJ\n0kpJx5fOfSbLfybpzAbth2a7TRmnf1/jSjoryzZJmrI/9GFmZmZmZmZme2tlZc9u4FMRMQIYDVwu\naQQwBVgWEcOAZXkMsAO4AphVDiKpO8tHRcSJQD+KlGJU6g0GpgGnAqcA02oTSRQbL2+PiBOAEcAP\nG4x5VkQMB0YCp0kal+UPZf/vABYC10XEmlo2L4pMUZ/O47FNxoKkvwB+29vNk9QP+CJwX+XUi6Us\nYo02iZ4EPBcRbwduyDjk/T8P+GPgLOAr2U/VF4Ebsv1zGa/tuBn7y8A4ivt+ftbtdB9mZmZmZmZm\nVtF0sicitkXE6vz+G4pUYN3ABOCWrHYL8KGssz0iHgR21QnXBQyQ1AUMBJ6qU+dMYGlE7IiI54Cl\nFJMCAB8DvpD99ETEM3XGuzMiluf3lymyfw3J4+URsTOrPlAr70XDsUg6FLgKuLZJjL8B7gJaSfVe\nVb7HC4ExkpTld0TESxGxmSKz1SnlhlnvA9kOSs+oD3FPATZFxON5T+8AJuwHfZiZmZmZmZlZRVt7\n9uSrOCOBlcBREbEtT/0SOKq3thGxlWK1zxZgG/B8RFRXu0AxkfRE6fhJoFvS4Xk8Q9JqSQsk9dpn\ntjmbYuVR1SSap/CuO5baOIB/pEgfXu7zMmX69VzN9OfAV+vEPljSKkkPSPpQqf10SbWVPq/2HxG7\ngeeBI5qMq+YI4NfZrlqn3biNyjvdh5mZmZmZmZlVtJyNK1ey3AVMjogXigUXhYgISb2mZMvXnyYA\nQ4FfAwskXRAR/28bYx0C/DgirpJ0FcXk0Ucb9NcFzAdujIjHK+cuAEYB/6XFvqux3wn8x4i4srwX\nDUBEzCkdzgauiYie8v1Kx0XEVklvA74vaU1E/FtETO3LmAwkXQpcCqB+b+FNbzqkwyMyMzMzMzM7\ncEWPM68fqFpa2SPpIIqJntsjYlEW/0rS0Xn+aJq/pjQW2BwRT0fELmAR8B5Jp5Y2Kh4PbAWOLbUb\nkmXPUqyiqfW/ADg593uptZ9eajcX2BgRsyvXMpZi75/xEfFSkzE3GsufAKMk/Rz4F+AEST+o034U\ncEfWO4dif5ra625b89/HgR9QrJhq2H9OXr0l70OjcZU9Cxye7ap12o3b2zPpZB97iIi5ETEqIkZ5\nosfMzMzMzMx+X7WSjUvAzcD6iLi+dGoxUMtONRH4TpNQW4DRKrJlCRiTMVeWNipeDCwBzpA0KFcD\nnQEsiYgA7gZOz3hjgHUR8Uqp/dQc87UUkwuTK9cyEvgaxURPK3voNBrLVyPimIg4Hngv8FhEnF5t\nHBFDI+L4rLcQ+HhE/H8Z7805piOB04B1dfov3+NzgO/nfVgMnJcZr4YCw4CfVPoOYHm2gz2fUbtx\nHwSGZVas/hQbLC/eD/owMzMzMzMzs4pWXuM6jeJVqTWSHs6yzwIzgTslTQJ+AZwLIOmtwCrgMKBH\n0mRgRESslLSQYsPk3RSZseZWO4uIHZJmUPz4B5geETvy+zXAbZJmA08DF1fbSxpCsXJnA7A6X5+6\nKSLmAV8CDqV4hQxgSy+ZsJqNpa7afj2V17mq/hPwNUk9FBNuMyNiXbafDqzKia+b83o3UWQ5Oy9j\nr5V0J8UE0W7g8oh4JdvfC1wSEU/l/bojJ78eynj0Me4nKCa/+gFfj4i1GauTfZiZmZmZmZlZhYqF\nE2ZvLF39u/2HbWZmffLiUz/q9BDMzOwAd9CRb9tr09YD0c65V/p31T4aeOkNHflbaHmDZrMDif9H\n3czM+mrAMe/r9BDMzOwAt/vlutuMmv1v48keMzMzMzMzM9tbT0+nR2B91MoGzcdKWi5pnaS1kj6Z\n5YMlLZW0Mf8dlOXDJa2Q9JKkqyuxrswYj0qaL+ngBn1OzLgbJU0slfeXNFfSY5I2SPpwnbYDJd2T\n59dKmlk6d1VexyOSlkk6TtJJpWxeOyRtzu/3NxnLDyT9rNT2j+qM5ZTS+Z9K+vPSubOy/SZJUxrc\nhzdL+lbWWalSmndJn8nyn0k6s0H7odluU8bp39e4jcbbyT7MzMzMzMzMbG+tpF7fDXwqIkYAo4HL\nJY0ApgDLImIYsCyPodiM9wpgVjmIpO4sHxURJ1JswntetTNJg4FpwKnAKcC02kQSxcbL2yPiBGAE\n8MMGY54VEcMp0pmfJmlclj+U/b+DIjvWdRGxppbNiyJT1KfzeGyTsQD8VSkTWL3sXo9mf+8EzqLY\nlLlLUj/gy8C4vI7z855WTQKei4i3AzcAX8x7NCLv3R9n3P+fvfuP17qq873/eseWEhgDbULdeNR5\nRDc3ZRPECY6OZ5zg+KOZwPOou3AyGcXxdrIpNDuancEGm8nMox7HKWWw0m4HE3QeYb8QiZrmTklC\njwiY7FsKRQoVfyUdBPfn/mN9dn75el37uvZG50J6Px+P68H1Xd+1Pmt9v9/9h9dyfdfnSxmz7gvA\nldn+qYw34LgtxtvJPszMzMzMzMyspuVkT0RsiYjV+f05YD3QDcwAbshqNwAnZ52tEXEPsLNBuC5g\nf0ldwDDgsQZ1TgCWRcS2iHgKWEaZFAA4A/h89tMbEU80GO/2iFiR31+gZP8ak8crImJ7Vr27r7wf\n/Y2lpRzLrjx8A9C3udW7gZ6IeDjHeDPlftZV7/FiYKokZfnNEbEjIjYCPRnzt7Lee7IdVJ7RIOI2\nHO9e0IeZmZmZmZmZ1bSzsue38lWcCcBKYHREbMlTvwRG99c2IjZTVvtsArYAz0TEHQ2qdgOPVI4f\nBboljczjSyStlrRIUr99Zpv3UVYe1c0Gvttf+2ZjqRx/NV/R+puclEDSdJX06X1jmCxpLbAGODsn\nf5rGlTRPUl86+N/Wy3bPAAe1MS6y3tOVyaZqnYHGbVbe6T7MzMzMzMzMrKbtyR5JI4BbgTkR8Wz1\nXJT87f2mZMvXn2YARwKHAsMlnTqAsXZRVuL8OCImAndRe1Ws1l8XsBC4OiIerp07FZgEfHEA/dd9\nOCKOAo7Nz0cAImJJRMztqxQRKyPibcB/BD6tJvsUVerPjYglezCu31mSzpK0StKqBTcu7PRwzMzM\nzMzMzDqirckeSftRJnpuiojbsvhXkg7J84cAjfasqZoGbIyIxyNiJ3AbcHSufOnbxHg6sBk4rNJu\nTJY9CWzPdgCLgIm530tf+3mVdvOBDRFxVe1aplH2/pkeETtajLnZWPpWKvW92vbP1F6jqouI9cCv\ngbf3F7dZ/zl59UbKfWin/ZPAyGxXrzPQuP09k072sZuImB8RkyJi0pmnndKoipmZmZmZmdk+r51s\nXAKuB9ZHxBWVU0uAvuxUs4Bvtgi1CZiiki1LwNSMubKyyfESYClwvKRRuRroeGBprh66HTgu400F\n1kXEi5X2c3PMn6NMLsypXcsE4DrKRE+rySmajSU3WX5TxtwP+DPKZsy7ySxSXfn9cGAc8HPgHmBs\nnh9K2bC40Wqe6j3+APD9vA9LgJmZ8epIYCzwk2rDrLci28Huz2igcRuOdy/ow8zMzMzMzF4t0evP\nnn46pKt1FY6hvKK0RtJ9WXYRcClwi6TZwC+ADwJIOhhYBRwA9EqaA4yPiJWSFlM2TN5FyYw1v95Z\nRGyTdAnlxz/AvIjYlt8vAL4u6SrgceD0entJYygrdx4EVudWOtdExALKa1sjgEVZvikiptdjtBqL\npOGUSZ/9KFnF7gT+KfufTsnANRf4I+BCSTuBXuCjfZtKS/oYZTJpCPCViFib5fOAVTnxdX1ebw8l\ny9nMHNdaSbcA6/JenhMRL2b77wBnRsRjeb9uzsmvezMeg4zbcLwd7sPMzMzMzMzMalQWTpjtW3Y+\n8bD/sM3MbFD2P/TYTg/BzMxe43a9sFmdHsMrYfuX/9q/q/bQsL/6h478LQwoG5eZmZmZmZmZme3d\nPNljZmZmZmZmZrYPaWeD5sMkrZC0TtJaSZ/I8gMlLZO0If8dleXjJN0laYek82uxzs0YD0ha2CwN\nuaRZGXeDpFmV8qGS5kt6SNKDkt7foO0wSd/O82slXVo5d15ex/2Slks6XNJRlWxe2yRtzO93vgJj\nOSjv3a8lXVM79wNJP6v0/eYm9+LTknqy7gmV8hOzrEfShU3avl7SN7LOSklHDDZubpy8Msu/kZso\nd7wPMzMzMzMzM9tdOyt7dgGfjIjxwBTgHEnjgQuB5RExFliex1A24/04cHk1iKTuLJ8UEW+nbMI7\ns96ZpAOBi4HJlHTmF/dNJFE2Xt4aEW8FxgM/bDLmyyNiHDABOEbSSVl+b/b/DmAxcFlErOnL5kXJ\nFPWpPJ72CozlfwN/A5zf4BzAhyuZxF6WHSzv80zgbcCJwJdUUs0PAf4ROCn7PiXr1s0GnoqItwBX\nAl/Yg7hfAK7MWE9l7I72YWZmZmZmZq+i3vBnTz8d0nKyJyK2RMTq/P4csB7oBmYAN2S1G4CTs87W\niLgH2NkgXBewv0o68mHAYw3qnAAsi4htEfEUsIwyWQBwBvD57Ke3L7NVbbzbI2JFfn+Bkv1rTB6v\niIjtWfXuvvJ+7OlYno+If6NM+gzGDODmiNgRERuBHsqk07uBnoh4OK/x5qzbqH3fM1oMTJWkgcbN\nNu/JGFB53h3uw8zMzMzMzMxqBrRnT74+MwFYCYyOiC156pfA6P7aRsRmymqfTcAW4JmIuKNB1W7g\nkcrxo0C3pJF5fImk1ZIWSeq3z2zzPsrKo7rZwHf7az+YsUiarpI+vR1fzVe4/qZv8qLWvmH//ZQ3\nHX9E7AKeAQ4aRNyDgKczRr2/TvZhZmZmZmZmZjVtT/ZIGgHcCsyJiGer56Lkb+93fVK+/jQDOBI4\nFBgu6dQBjLWLshLnxxExEbiL2qtitf66gIXA1RHxcO3cqcAk4IsD6L+tsUTEkoiY20aMD0fEUcCx\n+fnIANtbjaSzJK2StGrBjQs7PRwzMzMzMzOzjuhqp5Kk/SgTPTdFxG1Z/CtJh0TEFkmHAC/bc6Zm\nGrAxIh7PmLcBR0vaAFyXdeYCm4HjKu3GAD8AngS2A339LwJm5x4wP82y6kTJfGBDRFxVu5ZplP12\n/jgidrQY84DG0iLWbnKlExHxnKR/przedGOD/g+r9b85vzcrb9T+0Zz8emOOfaBxnwRGSurKlTXV\n+p3sYzcRMZ/y3Oka2h1/feGXGtwSMzOz1n7z2I86PQQzMzOzQWsnG5eA64H1EXFF5dQSoC871Szg\nmy1CbQKmqGTLEjA1Y66sbFK8BFgKHC9pVK4GOh5YmquHbuelyZepwLqIeLHSfm6O+XOUCYE5tWuZ\nQJlYmt5oQ+QGBjSWNuL1jaNL0pvy+37AnwEPNKi6BJiZ2aiOBMYCPwHuAcZm9qqhlI2QlzRp3/eM\nPgB8P8c+oLjZZkXGgN2fdyf7MDMze8V5osfMzMxe69pZ2XMM5RWjNZLuy7KLgEuBWyTNBn4BfBBA\n0sHAKuAAoFfSHGB8RKyUtJiyYfIuSmas+fXOImKbpEsokwIA8yJiW36/APi6pKuAx4HT6+0ljaGs\n3HkQWJ1b4VwTEQsor22NABZl+aaImN7swgczFknTKRm/+iaefp73YqikkykTRr8AluZEzxDgTuCf\n6u0jYq2kWygTSbuAcyLixaz3Mcpk1BDgKxGxNsvnAaty4uz6HGMPJUvazLyuAcfN6705J9Luzdh0\nsg8zMzMzMzMzezl5gYTti7qGdvsP28zMBsUre8zMbE/t96Y/2CeyB2//h4/6d9UeGvbXX+rI38KA\nsnGZmZmZmZmZmdnezZM9ZmZmZmZmZmb7EE/2mJmZmZmZmZntQ9rJxnWYpBWS1klaK+kTWX6gpGWS\nNuS/o7J8nKS7JO2QdH4t1rkZ4wFJCyW9oUmfszLuBkmzKuVDJc2X9JCkByW9v0HbYZK+nefXSrq0\ncu68vI77JS2XdLikoyTdl59tkjbm9zubjUXS71Xa3CfpidyoudG1fFpSj6SfSTqhUn5ilvVIurBJ\n29dL+kbWWSnpiFZxa+2PzHY9GWfoYOM2G28n+zAzMzMzMzOzl2u5QbOkQ4BDImK1pN8DfgqcDPwF\nsC0iLs0f5qMi4gJJbwYOzzpPRcTlGacb+DdKZq7fZKam70TE12r9HUjJ5jUJiOzvXRHxlKS/BYZE\nxH+X9DrgwIh4otZ+GDA5IlbkpMBy4O8j4ruS/gRYGRHbJf0VcFxEfKjS9mvAtyJicaux1Pr8KXBu\nRPxrrXw8sBB4N3AoJevWW/P0Q8B/AR6lZPs6JSLW1dp/FHhHRJwtaSbwXyPiQ83i9mW7qrS/Bbgt\nIm6WdC3wvyLiywON2994O9kH/dj5xMPeSMzMzAZl/0OP7fQQzMzsNW7XC5u9QbMBe/EGzRGxJSJW\n5/fngPVANzADuCGr3UCZ3CEitkbEPcDOBuG6gP0ldQHDgMca1DkBWBYR23JSZRlwYp47A/h89tNb\nn+jJ8u0RsSK/v0BJ9T4mj1dExPasendfeT/6GwsAkt4KvBlolLpjBnBzROyIiI1AD2WS491AT0Q8\nnGO8Oes2at93jxcDUyWpn7jVcQl4T7aDyjMaRNyG490L+jAzMzMzM7NXS2+vP3v66ZAB7dmTr+JM\nAFYCoyNiS576JTC6v7YRsRm4HNgEbAGeiYg7GlTtBh6pHD8KdEsamceXSFotaZGkfvvMNu+jrO6p\nmw18t7/2zcZSqzMT+EbkEilJ0yXNa9G+aVxJ8yRNr7ePiF3AM8BBbY7rIODpbFevM9C4zco73cdu\nJJ0laZWkVQtuXNioipmZmZmZmdk+r6vdipJGALcCcyLi2bLgooiIkNTv8i6VPX1mAEcCTwOLJJ0a\nEf/PAMY6BvhxRJwn6TzK5NFHmvTXRXld6OqIeLh27lTKq1l/3Gbf/ZlZHUNELAGWDDZYRMx9Bcb0\nOyki5gPzwa9xmZmZmZmZ2e+utlb2SNqPMtFzU0TclsW/yv18+vb12doizDRgY0Q8HhE7gduAoyVN\n1ksbHU8HNgOHVdqNybInge3ZDmARMFHSkEr7eZV284ENEbHbxsmSpgGfAaZHxI4WY242lr5Yfwh0\nRcRPB9i+37iN2ufk1Rsp96Gd9k8CI7Ndvc5A4/b3TDrZh5mZmZmZmZnVtJONS8D1wPqIuKJyagnQ\nlylrFvDNFqE2AVNUsmUJmJoxV0bEO/OzBFgKHC9pVK4GOh5Ymq9J3Q4cl/GmAusi4sVK+7k55s9R\nJhfm1K5lAnAdZaKn1eQUzcZSOX8KZfVQM0uAmZmZ6khgLPATyubDYzPL1FDK6qBGq4Gq9/gDwPfz\nPjSL+1tZb0W2g92f0UDjNhzvXtCHmZmZmZmZmdW08xrXMZTXlNZIui/LLgIuBW6RNBv4BfBBAEkH\nUzJYHQD0SppDycC1UtJiyobJu4B7yVduqiJim6RLKD/+AeZFxLb8fgHwdZU0548Dp9fbSxpDWbnz\nILA6Xze7JiIWAF8ERlBeIQPYFBHT6zHaHAt5ze+t9T8dmBQRcyNibWaSWpfXfE5fxixJH6NMHA0B\nvhIRa7N8HrAqJ76uz+vtAbZRJkBoEfc7wJkR8Vjer5tz8uvejMcg4zYcb4f7MDMzMzMzM7OalqnX\nzV6LvGePmZkNllOvm5nZntpnUq9f9X/7d9UeGjbnur0z9bqZmZmZmZmZmb12eLLHzMzMzMzMzGwf\n0s4GzYdJWiFpnaS1kj6R5QdKWiZpQ/47KsvHSbpL0g5J59dinZsxHpC0UNIbmvQ5K+NukDSrUj5U\n0nxJD0l6UNL7G7QdJunbeX6tpEsr587L67hf0nJJh0s6qpLNa5ukjfn9zmZjkfR7lTb3SXoi9xFq\ndg//g6RfV++HpJ9LWpPtVzVpJ0lXS+rJMU9sdY9q7Zs9owHHlfSuHG9PtlWn+zAzMzMzMzOzl2tn\nZc8u4JMRMR6YApwjaTxwIbA8IsYCy/MYyma8HwcurwaR1J3lkyLi7ZRNeGfWO5N0IHAxMBl4N3Bx\n5cf9Z4CtEfFWYDzwwyZjvjwixgETgGMknZTl92b/7wAWA5dFxJq+bF6UTFGfyuNpzcYSEc9VMoC9\nk7JB9W31QVRcAXy3QfmfZIxJTdqdRMlWNRY4C/hyG/eoqtkzGkzcLwN/WWl34l7Qh5mZmZmZmZnV\ntJzsiYgtEbE6vz8HrAe6gRnADVntBuDkrLM1Iu4BdjYI1wXsL6kLGAY81qDOCcCyiNgWEU8By3jp\nR/8ZwOezn96IeKLBeLdHxIr8/gIl+9eYPF4REduz6t195f3obywASHor8GbgR40CSDoZ2AisbXS+\nhRnAjVHcDYyUdEg746q0f9kzGmjcPHdARNydqdBvrMXqVB9mZmZmZmZmVjOgPXskHUFZLbMSGB0R\nW/LUL4HR/bWNiM2U1T6bgC3AMxFxR4Oq3cAjleNHgW5JI/P4EkmrJS2S1G+f2eZ9lNUgdbNpvNqm\n5VhqdWYC38gJCiRNV0mfjqQRlLThf9sgdgB3SPqppLMqYz5b0tkt+m9nXND8GQ00bnd+b9RfJ/sw\nMzMzMzMzs5q2J3ty4uJWYE5EPFs9lxMd/aZky1d1ZgBHAocCwyWdOoCxdlFW4vw4IiYCd1F7VazW\nXxewELg6Ih6unTsVmAR8cQD9NzMz+wEgIpZExNw8/CxwZUT8ukG7P8rrOInyatx/zvbXRsS1r8C4\ndtPOM3qt9yHpLEmrJK1acOPCRlXMzMzMzMysXb29/uzpp0PamuyRtB9louemiOjbm+ZX+eoN+e/W\nFmGmARsj4vGI2EnZ4+ZoSZMrGx1PBzYDh1XajcmyJ4HtvLQ3ziJgoqQhlfbzKu3mAxsiYreNkyVN\no+z9Mz0idrQYc7Ox9MX6Q6ArIn7apP1k4DJJPwfmABdJ+hj8dqUTEbEV+BfK/jXt9t/vuCqaPaOB\nxt3M7q+8VfvrZB+7iYj5ETEpIiadedopjaqYmZmZmZmZ7fPaycYl4HpgfURcUTm1BOjLpDQL+GaL\nUJuAKSrZsgRMzZgrK5sdLwGWAsdLGpWrgY4HluaKjtuB4zLeVGBdRLxYaT83x/w54I2UCZbqtUwA\nrqNM9LSanKLZWCrnT6GyqqcuIo6NiCMi4gjgKuDvI+IaScMl/V6OaXjGL2H4dAAAIABJREFUfaBB\niCXAaZnZagrl1bctbYyr2r7RMxpQ3Dz3rKQp+exOq8XqVB9mZmZmZmZmVtPVRp1jgI8AayTdl2UX\nAZcCt0iaTclG9UEASQcDq4ADgF5Jc4DxEbFS0mLKhsm7KJmx5tc7i4htki4B7smieRGxLb9fAHxd\nJc3548Dp9faSxlBW7jwIrM7s3ddExALKa1sjgEVZvikipje78BZjIa/5vbX+p1Myfs2ludHAv+QY\nuoB/jojvZfuzs+9rge9k/B7KqqbTW41L0gLg2ohYRZNnNJi4wEeBrwH7U/Y66tvvqJN9mJmZmZmZ\nmVmNcl9hs33Kzice9h+2mZkNyv6HHtvpIZiZ2Wvcrhc2q9NjeCVsv+Iv/btqDw0775868rcwoGxc\nZmZmZmZmZma2d2vnNS4zMzMzMzMz+13T64U9r1XtbNB8mKQVktZJWivpE1l+oKRlkjbkv6OyfJyk\nuyTtkHR+Lda5GeMBSQslvaFJn7My7gZJsyrlQyXNl/SQpAclvb9B22GSvp3n10q6tHLuvLyO+yUt\nl3S4pKMq2by2SdqY3+9sMZZTJK3JWN+T9KYGY5mR5+9TSQn+R62usda+2T2WpKsl9WT8iU3avyvH\n2JP1Ndi4/dyHjvVhZmZmZmZmZi/Xcs8elVTXh0TEapUMUj8FTgb+AtgWEZdKuhAYFREXSHozcHjW\neSoiLs843cC/UTZr/o2kW4DvRMTXav0dSNngeRIQ2d+7IuIpSX8LDImI/y7pdcCBEfFErf0wYHJE\nrJA0FFhOyYL1XUl/AqyMiO2S/go4LiI+VGn7NeBbEbG4v7EAzwGP5bU8IekyYHtEfLY2lhHA8xER\nkt4B3BIR4/q7xlr7y5rc4/cCf03ZAHky8D8jYnKDZ/cT4OPASsqGyVfnfRhQ3BbPpGN91K+3qmto\nt6egzcxsUH7z2I86PQQzM3uN2+9Nf7BP/A/q7Zef6d9Ve2jY+Qv2zj17ImJLRKzO788B64FuYAZw\nQ1a7gTK5Q0RsjYh7gJ0NwnUB+0vqAoZRJkzqTgCWRcS2nPxYBpyY584APp/99NYnerJ8e0SsyO8v\nULJ/jcnjFRGxPave3Vfej2ZjUX6G5yqTAxpdS0T8Ol6aTRtOmcRodY1VDe9xlt8Yxd3AyJyU+608\nPiAi7s4x3FhrP5C4Dce7F/RhZmZmZmZmZjUD2qBZ0hHABMoKi9ERsSVP/ZKSTrypiNgMXA5sArYA\nz0TEHQ2qdgOPVI4fBboljczjSyStlrRIUr99Zpv3UVb31M3mpdTezTQcS0TsBP4KWEOu8AGuzz7P\nVqZPz+P/KulB4NuUyaqmcbP+AkmTsrzZPW7avjb2R5vUGWjc/so72YeZmZmZmZmZ1bQ92ZOvJN0K\nzImIZ6vncsVFv8u7cs+WGcCRwKGUVTGnDmCsXZSVOD+OiInAXZTJo2b9dQELKa/8PFw7dyrldaEv\nDqD/avv9KJM9EyjXcj/waYCIuDYiru2rGxH/EhHjKKtRLmkVOyLOjIhVDcpb3uPBeLXi/nv3ASDp\nLJW9kVb19j7/andnZmZmZmZmtldqa7InJzduBW6KiNuy+Fd9rw7lv1tbhJkGbIyIx3NlzG3A0ZIm\n66UNkqcDm4HDKu3GZNmTwPZsB7AImChpSKX9vEq7+cCGiLiqdi3TgM8A0yNiR4sxNxvLOwEi4v/L\niYxbgKP7CxQR/wr8gcpGzs3i1jW7x+2038zur6lV6ww0bn/lnexjNxExPyImRcSk171ueKMqZmZm\nZmZm1q7o9WdPPx3STjYuUV5RWh8RV1ROLQH6MibNAr7ZItQmYIpKtiwBUzPmyoh4Z36WAEuB4yWN\nytVAxwNLc1LlduC4jDcVWBcRL1baz80xfw54IzCndi0TgOsoEz2tJqdoNhbKZMN4Sb+f9f4LZS+j\n3Uh6SyU71UTg9ZRJq2Zx65rd4yXAaZnZagrllbgt1YZ5/KykKTmG02rtBxK32TPpdB9mZmZmZmZm\nVtPVRp1jgI8AayTdl2UXAZcCt0iaDfwC+CCApIMpWZUOAHolzaFkrVopaTFlw+RdwL2U1Te7iYht\nki4B7smieRGxLb9fAHxd0lXA48Dp9faSxlBW7jwIrM65lmsiYgHlta0RwKIs3xQR05tdeH9jUckM\n9q+Sdub1/0WWn51trwXeT5nY2An8BvhQTlr1F3cBcG2+ytXwHlMyUr0X6KGsdvrtfZB0X0S8Mw8/\nCnwN2J+yP1HfHkUDitvimXSyDzMzMzMzMzOraZl63ey1yKnXzcxssJx63czM9tQ+k3r9i2f4d9Ue\nGvapr3Tkb6GdlT1mrzn+D3UzMxus/Q89ttNDMDOz17hdLzTcZtTs382AUq+bmZmZmZmZmdnerZ0N\nmg+TtELSOklrJX0iyw+UtEzShvx3VJaPk3SXpB2Szq/FOjdjPCBpoaQ3NOlzVsbdIGlWpXyopPmS\nHpL0oKT3N2g7TNK38/xaSZdWzp2X13G/pOWSDpd0VCWb1zZJG/P7nS3G8qGMs1bSF5pcx0F5734t\n6ZrauR9I+lml7zc3ifFpST1Z94RK+YlZ1iPpwiZtXy/pG1lnpaQjBhtX0pEZoydjDt0b+jAzMzMz\nMzOz3bWzsmcX8MmIGA9MAc6RNB64EFgeEWOB5XkMsA34OHB5NYik7iyfFBFvB4YAM+udSToQuBiY\nDLwbuLhvIomy8fLWiHgrMB74YZMxXx4R44AJwDGSTsrye7P/dwCLgcsiYk1fNi9KpqhP5fG0ZmOR\ndBBls+epEfE24GBJUxuM438DfwOc3+AcwIcrmcRelh0s7/NM4G3AicCXVFLNDwH+ETgp78MpWbdu\nNvBURLwFuBL4wh7E/QJwZcZ6KmN3tA8zMzMzMzN7FfWGP3v66ZCWe/Zk6ust+f05SeuBbmAGL6VB\nvwH4AXBBTlpslfSnTfrbXyU71TDgsQZ1TgCWVbJTLaNMFiwEzgDG5Vh6gScajHc7sCK/vyBpNTAm\nj1dUqt4NnNri8puNpQfYEBGPZ707KZm3ltfG8jzwb5Le0qKfZmYAN0fEDmCjpB7KpBNAT0Q8nOO6\nOeuua9D+s/l9MXCNJA00bj7z9wB/nnVuyLhf7mQf0c/u4t5vwczMBsv7vpmZmdlr3YD27MnXZyYA\nK4HROREE8EtgdH9tI2IzZbXPJsrk0TMRcUeDqt3AI5XjR4FuSSPz+BJJqyUtktRvn9nmfdQmYdJs\nWqfwbjgWymTP/yHpCEldwMnAYdnndEnzWsTt89V8hetvcoKk3r5Z/83Km44/InYBzwAHDSLuQcDT\nGaPeXyf7MDMzMzMzM7Oatid7JI0AbgXmRMSz1XO5wqLf9Un5KtYM4EjgUGC4pFYra6q6KCt0fhwR\nE4G7qL0qVuuvi7Ia6Oq+VSSVc6cCkyivYg1YRDwF/BXwDeBHwM+BF/PckoiY20aYD0fEUcCx+fnI\nANtbjaSzJK2StKq39/lOD8fMzMzMzMysI9qa7JG0H2Wi56aIuC2LfyXpkDx/CPCyPWdqpgEbI+Lx\niNgJ3AYcLWlyZZPi6cBmcpVMGpNlTwLbsx3AImBi7gPT1766omY+5VWrq2rXMo2y98/0fMWoP83G\nQkTcHhGTI+I/AT8DHmoRaze50omIeA74Z156xamd/puOq1n7nPx6I+U+DjTuk8DIjFHvr5N97CYi\n5kfEpIiY9LrXDW9wO8zMzMzMzMz2fe1k4xJwPbA+Iq6onFoC9GWnmgV8s0WoTcAUlWxZAqZmzJWV\nTYqXAEuB43Mj5FHA8cDSXD10Oy/tEzQVWBcRL1baz80xf44yITCndi0TgOsoEz2tJqdoNpaM9eb8\ndxTwUWBBG/H6xtEl6U35fT/gz4AHGlRdAszMbFRHAmOBnwD3AGMze9VQykbIS5q073tGHwC+n/dx\nQHGzzYqMAbs/7072YWZmZmZmZmY1LTdoBo6hvGK0RtJ9WXYRcClwi6TZwC+ADwJIOhhYBRwA9Eqa\nA4yPiJWSFgOrKRm+7qWsvtlNRGyTdAllUgBgXt8GycAFwNclXQU8Dpxeby9pDGXlzoPA6twK55qI\nWEB5bWsEsCjLN0XE9GYX3mIs/1PSH1bKH8r+p1MyfvVNPP0878VQSSdTJox+ASzNiZ4hlA2e/6ne\nPiLWSrqFsvHyLuCciHgx632MMvE0BPhKRKzN8nnAqpw4uz7vVw8lS9rMvK4Bx817f3NOpN2bselk\nH2ZmZmZmZvbqid7eTg/BBkleIGH7oq6h3f7DNjOzQXE2LjMz21P7vekP1OkxvBKe//ws/67aQ8M/\nfUNH/hYGlI3LzMzMzMzMzMz2bp7sMTMzMzMzMzPbh7SzQfNhklZIWidpraRPZPmBkpZJ2pD/jsry\ncZLukrRD0vm1WOdmjAckLZT0hiZ9zsq4GyTNqpQPlTRf0kOSHpT0/gZth0n6dp5fK+nSyrnz8jru\nl7Rc0uGSjqpk89omaWN+vzPbfE/S05K+VevnSEkrJfVI+kZuNtzoWj6ddX4m6YRK+YlZ1iPpwiZt\nX5+xe7KvI1rFbWeMg4nbbLyd7MPMzMzMzMzMXq6dlT27gE9GxHhgCnCOpPHAhcDyiBgLLM9jKBvo\nfhy4vBpEUneWT4qIt1M2533ZRruSDgQuBiZT0pFf3DeRRNl4eWtEvBUYD/ywyZgvj4hxwATgGEkn\nZfm92f87gMXAZRGxpi+bFyXr06fyeFq2+SJlg+q6LwBXRsRbgKeA2Q2uZXxe49uAE4EvqaSKHwL8\nI3BSXscpWbduNvBU9nFl9tk07gDGOKC4LcbbyT7MzMzMzMzMrKblZE9EbImI1fn9OWA90A3MAG7I\najcAJ2edrRFxD7CzQbguYH9JXcAw4LEGdU4AlkXEtoh4ClhGmRQAOAP4fPbTGxFPNBjv9ohYkd9f\noGT/GpPHKyJie1a9u6+8xfUvB56rlkkS8B7KhNFu118zA7g5InZExEaghzKB9W6gJyIezjHenHUb\nte+7x4uBqdl3s7jtjnGgcRuOdy/ow8zMzMzMzMxqBrRnT76KMwFYCYyOiC156pfA6P7aRsRmymqf\nTcAW4JmIuKNB1W7gkcrxo0C3pJF5fImk1ZIWSeq3z2zzPsrKo7rZwHf7a9+Pg4CnI2JXdYzZ53SV\n9OfQ5Fr6KUfSPJX067u1z76eyb6btm9njIOI26y8032YmZmZmZnZq6U3/NnTT4e0PdkjaQRwKzAn\nIp6tnouSv73fq8hXsWYARwKHAsMlnTqAsXZRVuL8OCImAndRe1Ws1l8XsBC4OiIerp07FZhEeUXr\nFRURSyJi7h60nxsRS17JMf2ukHSWpFWSVvX2Pt/p4ZiZmZmZmZl1RFuTPZL2o0z03BQRt2XxryQd\nkucPAba2CDMN2BgRj0fETuA24GhJk/XSBsnTgc3AYZV2Y7LsSWB7tgNYBEzM/V762s+rtJsPbIiI\nq2rXMo2y98/0iNjRzvU38CQwMieUqmOsa3Ytzcqbts++3ph9t9O+vzEONG5/z6STfewmIuZHxKSI\nmPS61w1vVMXMzMzMzMxsn9dONi4B1wPrI+KKyqklQF+mrFnAN1uE2gRMUcmWJWBqxlzZt0FyrmhZ\nChwvaVSuBjoeWJqrh24Hjst4U4F1EfFipf3cHPPnKJMLc2rXMgG4jjLR02pyqqkcywrgAy2ufwkw\nMzNTHQmMBX4C3AOMzSxTQykbFjdazVO9xx8Avp99N4vb7hgHGrfhePeCPszMzMzMzMyspqt1FY6h\nZKNaI+m+LLsIuBS4RdJs4BfABwEkHQysAg4AeiXNAcZHxEpJiykbJu+iZMaaX+8sIrZJuoTy4x9g\nXkRsy+8XAF+XdBXwOHB6vb2kMZSVOw8Cq8u8EtdExALKa1sjgEVZvikiptdj1OL9CBgHjJD0KDA7\nIpbmWG7OiaV7KRNi5OqkSfk61lpJtwDr8prPiYgXs97HKBNbQ4CvRMTaLJ8HrMqJr+vzensoWc5m\n5j3qL+53gDMj4rFmYxxk3Ibj7XAfZmZmZmZmZlajsnDCbN/SNbTbf9hmZjYov3nsR50egpmZvcbt\n96Y/UKfH8Ep4/u9O8++qPTT8Mzd25G+hnZU9ZmZmZmZmZva7Jno7PQIbpAGlXjczMzMzMzMzs71b\nOxs0HyZphaR1ktZK+kSWHyhpmaQN+e+oLB8n6S5JOySdX4t1bsZ4QNJCSW9o0uesjLtB0qxK+VBJ\n8yU9JOlBSe9v0HaYpG/n+bWSLq2cOy+v435JyyUdLumoSjavbZI25vc7s833JD0t6Vu1fo6UtFJS\nj6Rv5KbCze7hf5D06+r9kPRzSWuyr1VN2knS1dnH/ZImtrpHtfbNntGA40p6V463J9uq032YmZmZ\nmZmZ2cu1s7JnF/DJiBgPTAHOkTQeuBBYHhFjgeV5DGUz3o8Dl1eDSOrO8kkR8XbKJrwz651JOhC4\nGJgMvBu4uPLj/jPA1oh4KzAe+GGTMV8eEeOACcAxkk7K8nuz/3cAi4HLImJNXzYvSqaoT+XxtGzz\nRcoG1XVfAK6MiLcATwGzm4wF4Arguw3K/yT7mtSk3UmUbFVjgbOAL0PLe1TV7BkNJu6Xgb+stDtx\nL+jDzMzMzMzMzGpa7tkTEVuALfn9OUnrgW5gBi+lQb8B+AFwQaY03yrpT5v0t7+kncAw4LEGdU4A\nlvVl4JK0jPKjfyFwBiUzFhHRCzzRYLzbKam6iYgXJK0GxuTxikrVu4FT27j+5ZKOq5blipP3AH+e\nRTcAnyUnNGp1TwY2As+36quBGcCNmX78bkkjJR1Cue/N7lG9fd/Yf/uMBhpX0g+AAyLi7iy/ETiZ\nMoHVyT6a8uaaZmY2WPsfemynh2BmZq9xu17Y3Okh2O+4Ae3ZI+kIymqZlcDonAgC+CUwur+2EbGZ\nstpnE2Xy6JmIuKNB1W7gkcrxo0C3pJF5fImk1ZIWSeq3z2zzPspqkLrZNF5t046DgKcjYld1jNnn\ndJX06UgaQZmU+NsGMQK4Q9JPJZ1VGfPZks7Ow4b3op/yumbPaKBxu/N7o/462YeZmZmZmZmZ1bQ9\n2ZMTF7cCcyLi2eq5XL3Rb0q2fFVnBnAkcCgwXFLLlTUVXZQVOj+OiInAXdReFav110VZ6XJ1RDxc\nO3cqMInyitYrKiKWRMTcPPws5VWvXzeo+kd5HSdRXo37z9n+2oi49lUYV8tn9FrvQ9JZklZJWrXg\nxvoiJzMzMzMzMxuQ3vBnTz8d0tZkj6T9KBM9N0XEbVn8q3wth/x3a4sw04CNEfF4ROwEbgOOljRZ\nL22QPB3YDBxWaTcmy54Etmc7gEXARElDKu3nVdrNBzZExFW1a5lG2ftnekTsaOf6G3gSGJkTStUx\n1k0GLpP0c2AOcJGkj8FvVzqRr739C2X/mrpm96JZeV2zZzTQuJvze6P+OtnHbiJifkRMiohJZ552\nSqMqZmZmZmZmZvu8drJxCbgeWB8RV1ROLQH6MinNAr7ZItQmYIpKtiwBUzPmyr4NkiNiCbAUOF7S\nqFwNdDywNFd03M5Le7dMBdZFxIuV9nNzzJ8D3kiZYKleywTgOspET6vJqaZyLCuAD/R3/RFxbEQc\nERFHAFcBfx8R10gaLun3ckzD8xofaNDVEuC0zGw1hfLq2xaa3KMm7Rs9owHFzXPPSpqSz+60WqxO\n9WFmZmZmZmZmNS03aAaOoWSjWiPpviy7CLgUuEXSbOAXwAcBJB0MrAIOAHolzQHGR8RKSYuB1ZQM\nX/dSVt/sJiK2SboEuCeL5vVt5kvZ/+brkq4CHgdOr7eXNIaycudBYHWZN+CaiFhAeW1rBLAoyzdF\nxPT+Ll7SjyibQo+Q9CgwOyKW5lhuzomleykTYuTqpEmVV7kaGQ38S46hC/jniPhetj8778O1wHeA\n9wI9lFVNp7e6R5IWANdGxCqaPKPBxAU+CnwN2J+y11Hffked7MPMzMzMzMzMalQWqZjtW3Y+8bD/\nsM3MbFCcjcvMzPbUrhc2q9NjeCU8P+/D/l21h4bPvakjfwsDysZlZmZmZmZmZmZ7N0/2mJmZmZmZ\nmZntQ9rZs8fMzMzMzMzMftf09nZ6BDZI7WTjOkzSCknrJK2V9IksP1DSMkkb8t9RWT5O0l2Sdkg6\nvxbr3IzxgKSFkt7QpM9ZGXeDpFmV8qGS5kt6SNKDkt7foO0wSd/O82slXVo5d15ex/2Slks6XNJR\nldTt2yRtzO93ZpvvSXpa0rdq/XxMUo+kkPSmJtdxuKTVGW9t3+bLee5dktZkjKszA1W9vfJcT455\nYqt7VGvf7BkNOG6z8XayDzMzMzMzMzN7uXZe49oFfDIixgNTgHMkjQcuBJZHxFhgeR4DbAM+Dlxe\nDSKpO8snRcTbgSHAzHpnkg4ELgYmA+8GLq78uP8MsDUi3gqMB37YZMyXR8Q4YAJwjKSTsvze7P8d\nwGLgsohY05e6nZLi+1N5PC3bfJGSjazu/wWmUbJDNbMF+E8ZezJwoaRD89yXgb8ExubnxAbtT6qc\nPyvbtLpHVc2e0WDiNhtvJ/swMzMzMzMzs5qWkz0RsSUiVuf354D1QDcwA7ghq90AnJx1tkbEPcDO\nBuG6gP0ldQHDgMca1DkBWBYR2yLiKWAZL/3oPwP4fPbTGxFPNBjv9ohYkd9foKR6H5PHKyJie1a9\nu6+8xfUvB55rUH5vRPy8RdsXImJHHr6evN+SDgEOiIi7o6RDu5G8fzUzgBujuBsYmW37u0f19i97\nRgON22K8nezDzMzMzMzMzGoGtEGzpCMoq2VWAqMjYkue+iUwur+2EbGZstpnE2XFyzMRcUeDqt3A\nI5XjR4FuSSPz+JJ8NWqRpH77zDbvo6wGqZsNfLe/9oMhaZKkBZXjwyTdT7mmL0TEY5RrfLTS7NEs\nQ9LZlde9Gt6Lfsrrmj2jgcZtOt4O97EbSWdJWiVp1YIbFzaqYmZmZmZmZrbPa3uyR9II4FZgTkQ8\nWz2XKzGiRftRlBUaRwKHAsMlnTqAsXZRVuL8OCImAndRe1Ws1l8XsBC4OiIerp07FZhEeUXrFRUR\nqyLizMrxI/na2FuAWa0mqCLi2oi49lUYV8tn9FrvIyLmR8SkiJh05mmnvJrDMDMzMzMzM9trtTXZ\nI2k/ykTPTRFxWxb/Kl+96XstaWuLMNOAjRHxeETsBG4DjpY0WS9tkDwd2AwcVmk3JsueBLZnO4BF\nwERJQyrt51XazQc2RMRVtWuZRtn7Z3rlFatXXa7oeQA4lnI91VfI+q6xrtm9aFZe1+wZDTRuf+Pt\nZB9mZmZmZmb2aukNf/b00yHtZOMScD2wPiKuqJxaAvRlUpoFfLNFqE3AFJVsWQKmZsyVfRskR8QS\nYClwvKRRuRroeGBprui4HTgu400F1kXEi5X2c3PMnwPeCMypXcsE4DrKRM+rPmEgaYyk/fP7KOCP\ngJ/lK0nPSpqS9+I0Gt+/JcBpmdlqCuXVty00uUdN2jd6RgOK22K8nezDzMzMzMzMzGq62qhzDCUb\n1RpJ92XZRcClwC2SZlMyUn0QQNLBwCrgAKBX0hxgfESslLSYsmHyLkpmrPn1ziJim6RLgHuyaF5E\nbMvvFwBfl3QV8Dhwer29pDGUlTsPAqsze/c1EbGA8trWCGBRlm+KiOn9XbykHwHjgBGSHgVmR8RS\nSR8H/htwMHC/pO9ExJmSJgFn56tc/yfwPyQFIEqWsDUZ+qPA14D9KXsHfTf7Ozvvw7XAd4D3Aj2U\nVU2nt7pHuV/QtRGxiibPaDBxm423w32YmZmZmZmZWY3KghmzfcvOJx72H7aZmQ3K/oce2+khmJnZ\na9yuFzar02N4JTw/d6Z/V+2h4fNu7sjfwoCycZmZmZmZmZmZ2d7Nkz1mZmZmZmZmZvuQdjZoPkzS\nCknrJK2V9IksP1DSMkkb8t9RWT5O0l2Sdkg6vxbr3IzxgKSFkt7QpM9ZGXeDpFmV8qGS5kt6SNKD\nkt7foO0wSd/O82slXVo5d15ex/2Slks6XNJRlWxe2yRtzO93ZpvvSXpa0rdq/dwk6Wd5LV9RyVjW\n6Fqatf9apa/7JL1zgPfiXZLWSOqRdHVualxvqzzXk9c8cbBx+3neHe3DzMzMzMzMXiXR68+efjqk\nnZU9u4BPRsR4YApwjqTxwIXA8ogYCyzPY4BtwMeBy6tBJHVn+aSIeDswBJhZ70zSgcDFwGTg3cDF\nfT/6KRsvb42ItwLjgR82GfPlETEOmAAcI+mkLL83+38HsBi4LCLW9GXzomR9+lQeT8s2X6RsUF13\nE2Xj5qMoGwqf2WQszdpT6eudEXFf/WSLe/Fl4C+Bsfk5sUH8kyrnz8o2g43b7Hl3rA8zMzMzMzMz\ne7mWkz0RsSUiVuf354D1QDcwA7ghq90AnJx1tkbEPcDOBuG6gP0ldQHDgMca1DkBWBYR2yLiKWAZ\nL00GnAF8PvvpjYgnGox3e0SsyO8vULJ/jcnjFRGxPave3Vfe4vqXA881KP9OJOAnzWI1a9+mhvdC\n0iHAARFxd/Z/I3n/a2YAN+Yw7wZGZtvBxG34vDvch5mZmZmZmZnVDGjPHklHUFbLrARGR8SWPPVL\nYHR/bSNiM2W1zyZgC/BMRNzRoGo38Ejl+FGgW9LIPL5E0mpJiyT122e2eR9llUjdbF5K7T1o+frW\nR4Dv5fEklfTn7fi7fC3pSkmvb9C+4b3Iz6MNyuv6az/QuM2edyf7MDMzMzMzM7Oatid7JI0AbgXm\nRMSz1XO5QqPflGz5Cs8M4EjgUGC4pFMHMNYuyuqZH0fEROAuaq+K1frrAhYCV0fEw7VzpwKTKK9Y\n7akvAf8aET8CiIhVEdHsla6qT1NeA/uPwIHABQNs3zHtPO9O9CHpLEmrJK1acOPCV2lkZmZmZmZm\nZnu3tiZ7cvXKrcBNEXFbFv+q71Wa/HdrizDTgI0R8XhE7ARuA46WNLmySfF0YDNwWKXdmCx7Etie\n7QAWARMlDam0n1dpNx/YEBFX1a5lGmXvn+kRsaOd629G0sXA7wOnU5FDAAAgAElEQVTnDbRtvh4X\nOYavUva1qWt2Lzaz+2tjfeUDaT/QuM2edyf72E1EzI+ISREx6czTTqmfNjMzMzMzM/ud0E42LgHX\nA+sj4orKqSVAX4alWcA3W4TaBExRyZYlYGrGXFnZpHgJsBQ4XtKoXA10PLA0V3rcDhyX8aYC6yLi\nxUr7uTnmzwFvBObUrmUCcB1loqfV5FS/JJ1J2ZfmlIiBb7FdmdQQZW+aBxpUa3YvtgDPSpqS7U+j\n8f1fApyW2aymUF6d2zLIuM2edyf7MDMzMzMzM7OarjbqHEPZk2aNpL6MURcBlwK3SJoN/AL4IICk\ng4FVwAFAr6Q5wPiIWClpMWXD5F2UzFjz651FxDZJlwD3ZNG8iNiW3y8Avi7pKuBx4PR6e0ljKCt3\nHgRWZ1bvayJiAeW1rRHAoizfFBHT+7t4ST+ivG41QtKjwOyIWApcm9d9V8a6LSLmSZoEnN33KlY/\n7W+S9PuAgPuAs7P+b9u3uBcfBb5GyQT23fwg6ey8j9cC3wHeC/RQVkWd3sY9bhiXJs+7k32YmZmZ\nmZnZq6j3Vd29w15FKgtmzPYtO5942H/YZmY2KPsfemynh2BmZq9xu17YrE6P4ZXw/Gf+L/+u2kPD\n/25RR/4WBpSNy8zMzMzMzMzM9m6e7DEzMzMzMzMz24e0s0HzYZJWSFonaa2kT2T5gZKWSdqQ/47K\n8nGS7pK0Q9L5tVjnZowHJC2U9IYmfc7KuBskzaqUD5U0X9JDkh6U9P4GbYdJ+naeXyvp0sq58/I6\n7pe0XNLhko6qZPPaJmljfr8z23xP0tOSvlXr53pJ/ytjLVZJTd/oWj4tqUfSzySdUCk/Mct6JF3Y\npO3rJX0j66yUdESruLX2R2a7nowzdLBxm423k32YmZmZmZmZ2cu1s7JnF/DJiBgPTAHOkTQeuBBY\nHhFjgeV5DLAN+DhweTWIpO4snxQRbweGADPrnUk6ELgYmExJR35x30QSZePlrRHxVmA88MMmY748\nIsYBE4BjJJ2U5fdm/+8AFgOXRcSavmxelKxPn8rjadnmi5QNquvOjYg/zFibgI81uJbxeY1vA04E\nvqSSKn4I8I/ASXkdp2TdutnAUxHxFuBK4Av9xW3Q/gvAldn+qYw34LgtxtvJPszMzMzMzMyspmU2\nrkxxvSW/PydpPdANzOClNOg3AD8ALsiU5lsl/WmT/vaXtBMYBjzWoM4JwLK+zE2SllEmBRYCZ1Ay\nW5Hpzp9oMN7twIr8/oKk1cCYPF5RqXo3cGob179c0nENyp/N8YmSVarRxlUzgJsjYgewUVIPZQIL\noCciHs4YN2fddQ3afza/Lwauyf6axb2rr2HWew/w51l0Q8b68iDiNhxv/i10so+mvLmmmZkN1m8e\n+1Gnh2BmZrZXiN7eTg/BBmlAe/bkqzgTgJXA6JwIAvglMLq/thGxmbLaZxNl8uiZiLijQdVu4JHK\n8aNAt6SReXyJpNWSFknqt89s8z7KyqO62byU8ntQJH2Vcu3jgH/IsumS5mWVhtfSTzmS5kmaXm8f\nEbuAZ4CD+mtfcRDwdLar1xlo3Gblne7DzMzMzMzMzGranuzJPWluBeb0rWrpEyV/e78p2fJVrBnA\nkcChwHBJLVfWVHRRVuj8OCImUlaxXN6ssqQuymqgq/tWi1TOnQpMoryiNWgRcTrlWtYDH8qyJREx\ndw9izo2IJXsyrt9Vks6StErSqt7e5zs9HDMzMzMzM7OOaPkaF4Ck/SgTPTdFxG1Z/CtJh0TEFkmH\nAFtbhJkGbIyIxzPmbcDRkjYA12WducBmXno9DMoEzw+AJ4HtQF//i4DZudfLT7OsOtEyH9gQEVfV\nrmUaZe+fP85XifZIRLyYrxz9N+CrtdObgcNq17I5vzcrb9T+0Zy8eiPlPvQXt8+TwEhJXbkqplpn\nMHEblXe6j91ExHzKc2fnEw/3O/loZmbWjF8FNjOzPbXrhYY/Wcz+3bSTjUvA9cD6iLiicmoJ0Jcp\naxbwzRahNgFTVLJlCZiaMVf2bZCcK1qWAsdLGpWrgY4Hlubqodt5aSJoKrAuIl6stJ+bY/4cZXJh\nTu1aJlAmlqbn3kKDouItfd+B6cCDDaouAWZmZqojgbHAT4B7gLGZZWooZcPiRqt5qvf4A8D38z40\ni/tbWW9FtoPdn9FA4zYc717Qx//P3v1HXVXd975/f+QRRamKpvUHWLUnOChRTyFPlcZ6mgauP3IT\nsCO5lowYqcE4bMwwaPRq7C3eC+mNUasMj02UahJ1WIygaUiMQSQkxzOCxKdoRX5EuBIJSIKKvxJa\nBJ/v/WN+d1gs9n5+oWcr+bzG2IO95przO+da6/mDPcdc82tmZmZmZmZmNX1Z2XMqJRvVcklPZtnV\nwLXAfZKmAs8B5wBIOgLoAg4CuiVNA0ZHxFJJ84BllAxfT5CrMKoiYoukmZQf/wAzGps1A1cCd0ua\nBbwAnF9vL2kEZeXOamBZmYvhloi4nfLa1lBgbpavj4iJ9Ri1eI9S9uQZKmkDZa+fhcCdkg4CBPw7\n8LdZfyIl49f0iFgh6T7Kxss7gIsj4s2s9znKxNYg4OsRsSLLZwBdOfF1R17vWkqWs8l5j3qK+33g\ngoh4Pu/XvTn59UTGY4Bxm463zX2YmZmZmZmZWY3KwgmzvYtf4zIzs4Hya1xmZrandryxUe0ew1vh\n11/8mH9X7aGhX76/LX8Lfdqzx8zMzMzMzMx+x3R7rufdql+p183MzMzMzMzM7J2tLxs0Hy1psaSV\nklZI+nyWHyppoaQ1+e+wLB8laYmkbZIur8W6NGM8LWmOpP1b9Dkl466RNKVSPljSbEnPSFot6WNN\n2h4g6cE8v0LStZVzl+V1PCVpkaRjJJ0o6cn8bJG0Lr8/km1+IOkVSd+r9XOHpH/PWPNUUtO3uod/\nKOnX1fsh6eeSlmdfXS3aSdLNktZmP2N7u0e19q2eUb/jSnp/jndttlW7+zAzMzMzMzOz3fVlZc8O\n4AsRMRoYB1wsaTRwFbAoIkYCi/IYyma8lwA3VINIGp7lnRFxAmUT3sn1ziQdClwDnAKcDFxT+XH/\nd8DmiDgeGA38uMWYb4iIUcAY4FRJZ2X5E9n/ScA84LqIWN7I5kXJFHVFHk/INtdTNqiuuzQi/mvG\nWg98rsVYAG4EHmpS/pfZV2eLdmdRslWNBC4Evga93qOqVs9oIHG/Bnym0u7Md0AfZmZmZmZmZlbT\n6549EbEJ2JTfX5e0ChgOTGJnGvQ7gR8BV2ZK882S/vcW/Q2RtB04AHi+SZ0zgIWNDFySFlJ+9M8B\nPk3JjEVEdAMvNhnvVkqqbiLiDUnLgBF5vLhS9THg3D5c/yJJH2xS/lqOT8AQoOnLjJLOBtYBv+mt\nryYmAXdl+vHHJB0i6UjKfW91j+rtG2P/7TPqb1xJPwIOiojHsvwu4GzKBFY7+2jJm2uamdlA/cfz\nj7Z7CGZmZmZ7pF979kg6lrJaZilweE4EAfwSOLynthGxkbLaZz1l8ujViHi4SdXhwC8qxxuA4ZIO\nyeOZkpZJmiupxz6zzUcpq0HqptJ8tU2fSfoG5dpHAf89yyaqpE8nX+26Evh/mjQP4GFJ/ybpwkrM\niyRdlIdN70UP5XWtnlF/4w7P7836a2cfZmZmZmZmZlbT58menLi4H5jWWNXSkKs3etymO1/VmQQc\nBxwFHCip15U1FR2UFTo/iYixwBJqr4rV+uugrHS5OSKerZ07F+ikvKI1YBFxPuVaVgF/nWXzI2J6\nVvm/gZsi4tdNmv95XsdZlFfj/lu2vzUibt2TcbUYa6/P6N3eh6QLJXVJ6uruHshCKjMzMzMzM/ut\n7vBnTz9t0qfJHkn7UiZ67omIB7L4V/laDvnv5l7CTADWRcQLEbEdeAD4gKRTtHOD5InARuDoSrsR\nWfYSsDXbAcwFxkoaVGk/o9JuNrAmImbVrmUCZe+fiRGxrS/X35OIeBO4F9hts2jKvjTXSfo5MA24\nWtLnst3G/Hcz8G3K/jV1re5Fq/K6Vs+ov3E35vdm/bWzj11ExOyI6IyIzn32ObBZFTMzMzMzM7O9\nXl+ycQm4A1gVETdWTs0HGpmUpgDf6SXUemCcSrYsAeMz5tLGBskRMR9YAJwuaViuBjodWJArOr7L\nzr1bxgMrI+LNSvvpOeYvAQdTJliq1zIGuI0y0dPb5FRLmWnqvY3vwERgdb1eRJwWEcdGxLHALOD/\njYhbJB0o6fey/YF5jU836Wo+cF72N47y6tumVveoRftmz6hfcfPca5LG5fWeV4vVrj7MzMzMzMzM\nrKbXDZqBUynZqJZLejLLrgauBe6TNBV4DjgHQNIRQBdwENAtaRowOiKWSpoHLKNk+HqCsvpmFxGx\nRdJM4PEsmtHYzJey/83dkmYBLwDn19tLGkFZubMaWFbmDbglIm6nvLY1FJib5esjYmJPFy/pUcqe\nPEMlbaDs9bMQuFPSQYCAfwf+NutPpGT8mt4iJJQ9Z76dY+gA/iUifpDtL8r7cCvwfeDDwFrKqqbz\ne7tHkm4Hbo2ILlo8o4HEBT4LfJOyGfVD7NzvqJ19mJmZmZmZmVmNyoIZs71Lx+Dh/sM2M7MBcTYu\nMzPbU/u+54/U7jG8FX59xV/5d9UeGnr9t9vyt9CvbFxmZmZmZmZmZvbO1pfXuMzMzMzMzMzsd010\nt3sENkB92aD5aEmLJa2UtELS57P8UEkLJa3Jf4dl+ShJSyRtk3R5LdalGeNpSXMk7d+izykZd42k\nKZXywZJmS3pG0mpJu2XAyg2gH8zzKyRdWzl3WV7HU5IWSTpG0omVbF5bJK3L749kmx9IekXS91qM\n9WZJzVKrI+nkSux/l/RXlXNnSvqZpLWSrmrRfj9J38o6SyUdWzn3xSz/maQzWrQ/LtutzTiDBxq3\n1Xjb2YeZmZmZmZmZ7a4vr3HtAL4QEaOBccDFkkYDVwGLImIksCiPAbYAlwA3VINIGp7lnRFxAjAI\nmFzvTNKhwDWUtOUnA9c0JpIoGy9vjojjgdHAj1uM+YaIGAWMAU6VdFaWP5H9nwTMA66LiOWNbF6U\nrE9X5PGEbHM9ZYPq3UjqBIY1O5eezv7+BDgTuE1Sh6RBwD8BZ+V1fCLvad1U4OWIeC9wE/CV7Hc0\n5d69L+N+NWPWfQW4Kdu/nPH6HbeX8bazDzMzMzMzMzOr6XWyJyI2RcSy/P46sAoYDkwC7sxqdwJn\nZ53NEfE4sL1JuA5giKQO4ADg+SZ1zgAWRsSWiHiZkvnqzDz3aeDL2U93RLzYZLxbI2Jxfn+Dkv1r\nRB4vjoitWfWxRnkv178IeL1enpMT1wP/Zw9tt0bEjjzcH2hsbnUysDYins0x3ku5n3XVezwPGC9J\nWX5vRGyLiHWUjFcn18Yn4EPZDirPaABxm473HdCHmZmZmZmZmdX0a4PmfBVnDLAUODwiNuWpX1LS\nibcUERspq33WA5uAVyPi4SZVhwO/qBxvAIZLOiSPZ0paJmmupB77zDYfpaw8qpvKztTeA/E5YH7l\nHjT6nChpRuX4FEkrgOXARTn50/Qas/4MlfTtVOtlu1eBw3pqX3EY8Eplsqlap79xW5W3uw8zMzMz\nMzMzq+nzZI+kocD9wLSIeK16Lkr+9h5TsuWrWJOA44CjgAMlnduPsXZQVuL8JCLGAkuovSpW668D\nmAPcHBHP1s6dC3RSVub0m6SjgP8D+O/1cxExPyKmV46XRsT7gD8FvqgW+xRV6k+PiPkDGdfvOkkX\nSuqS1NXd/Zt2D8fMzMzMzMysLfo02SNpX8pEzz0R8UAW/0rSkXn+SGBzL2EmAOsi4oWI2A48AHwg\nV740NjGeCGwEjq60G5FlLwFbsx3AXGBs7vfSaD+j0m42sCYiZtWuZQJl75+JEbGtL9ffxBjgvcBa\nST8HDpC0tqcGEbEK+DVwQg/XWPfbejl5dTDlPvSl/UvAIdmuXqe/cXt6Ju3sYxcRMTsiOiOic599\nDmxWxczMzMzMzGyv15dsXALuAFZFxI2VU/OBRqasKcB3egm1Hhinki1LwPiMubSxQXKuaFkAnC5p\nWK4GOh1YkKuHvgt8MOONB1ZGxJuV9tNzzF+iTC5Mq13LGOA2ykRPb5NTLUXEgxFxREQcGxHHAltz\n8+BdZBapjvx+DDAK+DnwODAyzw+mbFjcbDVP9R5/HPhh3of5wOTMeHUcMBL4aW2MASzOdrDrM+pv\n3KbjfQf0YWZmZmZmZm+X7vBnTz9t0tF7FU6lZKNaLunJLLsauBa4T9JU4DngHABJRwBdwEFAt6Rp\nwOiIWCppHmXD5B2UzFiz651FxBZJMyk//gFmRMSW/H4lcLekWcALwPn19pJGUFburAaWlXklbomI\n2ymvbQ0F5mb5+oiYWI9Ri/coZZJmqKQNwNSIWNBD/YmUDFzTgT8HrpK0HegGPtvYVFrS5ygTW4OA\nr0fEiiyfAXTlxNcdeb1rKVnOJuc9WiHpPmBl3suLI+LNbP994IKIeD7v1705+fVExmOAcZuOt819\nmJmZmZmZmVmNysIJs71Lx+Dh/sM2M7MB+Y/nH233EMzM7F1u3/f8kdo9hrfCry+b6N9Ve2jojfPb\n8rfQr2xcZmZmZmZmZmb2zubJHjMzMzMzMzOzvYgne8zMzMzMzMzM9iJ9ycZ1tKTFklZKWiHp81l+\nqKSFktbkv8OyfJSkJZK2Sbq8FuvSjPG0pDmS9m/R55SMu0bSlEr5YEmzJT0jabWkjzVpe4CkB/P8\nCknXVs5dltfxlKRFko6RdGIldfsWSevy+yPZ5geSXpH0vVo/36zUfVLSn7S4lj1t3+pevF/Scklr\nJd2cGc7qbZXn1uY1jx1o3B6ed1v7MDMzMzMzs7dHdIc/e/hpl76s7NkBfCEiRgPjgIsljQauAhZF\nxEhgUR5Dybx0CXBDNYik4VneGREnUDIuTa53JulQ4BrgFOBk4JrGj35Klq3NEXE8MBr4cYsx3xAR\no4AxwKmSzsryJ7L/k4B5wHURsbyRup2SFvyKPJ6Qba6nZCNrplH3TyLiyRZ1Bty+l3vxNeAzlNTl\nI4Ezm8Q/q3L+wmwz0Litnnfb+jAzMzMzMzOz3fU62RMRmyJiWX5/HVgFDAcmAXdmtTuBs7PO5oh4\nHNjeJFwHMERSB3AA8HyTOmcACyNiS0S8DCxk52TAp4EvZz/djTTmtfFujYjF+f0NSqr3EXm8OCK2\nZtXHGuW9XP8i4PXe6r1N7ZveC0lHAgdFxGNR0qndRd7/mknAXVE8BhySbQcSt+nzbnMfZmZmZmZm\nZlbTrz17JB1LWS2zFDg8IjblqV8Ch/fUNiI2Ulb7rAc2Aa9GxMNNqg4HflE53gAMl3RIHs+UtEzS\nXEk99pltPkpZJVI3FXiop/Z98A/5WtFNkvbLPjsl3f4WtW96L/KzoUl5XU/t+xu31fNuZx+7kHSh\npC5JXd3dv6mfNjMzMzMzM/ud0OfJHklDgfuBaRHxWvVcrtDo8WW0fIVnEnAccBRwoKRz+zHWDspK\nnJ9ExFhgCbVXxWr9dQBzgJsj4tnauXOBTsorVgP1RWAU8KfAocCVABHRFREX/C9o3zZ9ed7t6CMi\nZkdEZ0R07rPPgW/TyMzMzMzMzMze2fo02SNpX8pEzz0R8UAW/6rxKk3+u7mXMBOAdRHxQkRsBx4A\nPiDplMomxROBjcDRlXYjsuwlYGu2A5gLjJU0qNJ+RqXdbGBNRMyqXcsEyt4/EyNiW1+uv5l8vS0y\nxjco+9K81e1b3YuN7PoKWqO8P+37G7fV825nH2ZmZmZmZmZW05dsXALuAFZFxI2VU/OBRoalKcB3\negm1Hhinki1LwPiMubSySfF8YAFwuqRhuRrodGBBrvT4LvDBjDceWBkRb1baT88xfwk4GJhWu5Yx\nwG2UiZ7eJqd6VJmUEGVvmaffhvat7sUm4DVJ47L9eTS///OB8zKb1TjKq3ObBhi31fNuZx9mZmZm\nZmb2dukOf/b00yYdfahzKiWb1HJJjYxRVwPXAvdJmgo8B5wDIOkIoAs4COiWNA0YHRFLJc2jbJi8\ng5IZa3a9s4jYImkm8HgWzYiILfn9SuBuSbOAF4Dz6+0ljaCs3FkNLMus3rdExO2U17aGAnOzfH1E\nTOzp4iU9SnndaqikDcDUiFgA3CPp9wEBTwIXZf1O4KLGq1h70r6Xe/FZ4JvAEMreQw9l+4vyPt4K\nfB/4MLCWsirq/D7c46ZxafG829mHmZmZmZmZme1OZcGM2d6lY/Bw/2GbmdmA/Mfzj7Z7CGZm9i63\n73v+SO0ew1vh9Us+4t9Ve+j3bv5eW/4W+pWNy8zMzMzMzMzM3tk82WNmZmZmZmZmthfpywbNR0ta\nLGmlpBWSPp/lh0paKGlN/jssy0dJWiJpm6TLa7EuzRhPS5ojaf8WfU7JuGskTamUD5Y0W9IzklZL\n+liTtgdIejDPr5B0beXcZXkdT0laJOkYSSdWsnltkbQuvz+SbX4g6RVJ36v1I0n/kGNZJemSfl7L\n+yUtl7RW0s25WXG9rfLc2hzz2N7i1tq3ekb9jttqvO3sw8zMzMzMzMx215eVPTuAL0TEaGAccLGk\n0cBVwKKIGAksymOALcAlwA3VIJKGZ3lnRJwADAIm1zuTdChwDXAKJR35NZUf938HbI6I44HRwI9b\njPmGiBgFjAFOlXRWlj+R/Z8EzAOui4jljWxelKxPV+TxhGxzPWWD6rq/oaQDHxURfwzc289r+Rrw\nGWBkfs5s0sdZlfMXZpve4la1ekYDidtqvO3sw8zMzMzMzMxqep3siYhNEbEsv78OrAKGA5OAO7Pa\nnZT04UTE5oh4HNjeJFwHMERSB3AA8HyTOmcACyNiS0S8DCxk54/+TwNfzn66I+LFJuPdGhGL8/sb\nlOxfI/J4cURszaqPNcp7uf5FwOtNTv0tJcNUd+O6+3otKmnXD4qIxzKl/F3k/auZBNwVxWPAIdm2\np3tUb7/bM+pv3F7G284+zMzMzMzM7O3S3e3Pnn7apF979kg6lrJaZilweERsylO/BA7vqW1EbKSs\n9lkPbAJejYiHm1QdDvyicrwBGC7pkDyeKWmZpLmSeuwz23yUshqkbio7U34PxH8B/lpSl6SHJI3M\nPjsl3d7TteRnQ5NyJF2kTJ/eS/tm5XWtnlF/47Ycb5v7MDMzMzMzM7OaPk/2SBoK3A9Mi4jXqudy\nJUaPKdnyVZ1JwHHAUcCBks7tx1g7KCtxfhIRY4El1F4Vq/XXAcwBbo6IZ2vnzgU6Ka9oDdR+wH9G\nRCfwz8DXASKiKyIuGGjQiLg1Im7dg3G1itvrM3q39yHpwpx86+ru/s3bOQwzMzMzMzOzd6w+TfZI\n2pcy0XNPRDyQxb/KV2/If5u9xlQ1AVgXES9ExHbgAeADkk7Rzg2SJwIbKXvhNIzIspeArdkOYC4w\nVtKgSvsZlXazgTURMat2LRMoe/9MjIhtfbn+FjZUxvJt4KQmdVpdy0Z2fYWsUd6f9s3K61o9o/7G\n7Wm87exjFxExOyI6I6Jzn30ObFbFzMzMzMzMbK/Xl2xcAu4AVkXEjZVT84FGJqUpwHd6CbUeGKeS\nLUvA+Iy5tLFBckTMBxYAp0salquBTgcW5IqO7wIfzHjjgZUR8Wal/fQc85eAg4FptWsZA9xGmejp\nbXKqN/8K/GV+/wvgmSZ1Wl3LJuA1SePyXpxH8/s3HzgvM1uNo7z6tqlV3Bbtmz2jfsXtZbzt7MPM\nzMzMzMzMajr6UOdUSjaq5ZKezLKrgWuB+yRNBZ4DzgGQdATQBRwEdEuaBoyOiKWS5lE2TN5ByYw1\nu95ZRGyRNBN4PItmRMSW/H4lcLekWcALwPn19pJGUFburAaWZfbuWyLidsprW0OBuVm+PiIm9nTx\nkh4FRgFDJW0ApkbEgrz+eyRdCvwauCDrdwIXRcQFvVzLZ4FvAkMoewc9lO0vyvtwK/B94MPAWsqq\npvN7u0e5X9CtEdFFi2c0kLitxtvmPszMzMzMzMysRmXBjNnepWPwcP9hm5nZgPzH84+2ewhmZvYu\nt+97/kjtHsNb4fXPnuXfVXvo9776UFv+FvqVjcvMzMzMzMzMzN7ZPNljZmZmZmZmZrYX6csGzUdL\nWixppaQVkj6f5YdKWihpTf47LMtHSVoiaZuky2uxLs0YT0uaI2n/Fn1OybhrJE2plA+WNFvSM5JW\nS/pYk7YHSHowz6+QdG3l3GV5HU9JWiTpGEknVrJ5bZG0Lr8/km1+IOkVSd+r9SNJ/5BjWSXpkh7u\n4UGSNki6pVL2I0k/q/T9By3aflHS2qx7RqX8zCxbK+mqFm33k/StrLNU0rEDjSvpuIyxNmMOfif0\nYWZmZmZmZma76svKnh3AFyJiNDAOuFjSaOAqYFFEjAQW5THAFuAS4IZqEEnDs7wzIk4ABgGT651J\nOhS4BjgFOBm4pjGRRNl4eXNEHA+MBn7cYsw3RMQoYAxwqqSzsvyJ7P8kYB5wXUQsb2TzomR9uiKP\nJ2Sb6ykbVNf9DSWF+KiI+GPg3hZjAZgJ/I8m5Z+sZBLbLTtY3ufJwPuAM4GvqqSaHwT8E3BW3odP\nZN26qcDLEfFe4CbgK3sQ9yvATRnr5Yzd1j7MzMzeDkOOOq3dQzAzMzPbI71O9kTEpohYlt9fB1YB\nw4FJwJ1Z7U7g7KyzOSIeB7Y3CdcBDJHUARwAPN+kzhnAwojYEhEvAwspkwUAnwa+nP10R8SLTca7\nNSIW5/c3KNm/RuTx4ojYmlUfa5T3cv2LgNebnPpbSiap7sZ1N2sv6f3A4cDDvfXVxCTg3ojYFhHr\nKJmtTs7P2oh4Nq/x3qzbrH3jGc0DxktSf+Nmmw9lDKg87zb3YWZm9pbzBs1mZmb2btevPXvy9Zkx\nwFLg8IjYlKd+SZnQaCkiNlJW+6wHNgGvRkSzCZDhwC8qxxuA4ZIOyeOZkpZJmiupxz6zzUcpK4/q\nprIztfdA/BfgryV1SXpI0sjss1Ml/TmS9gH+Ebi8RYxv5AyevrcAACAASURBVCtcf9+YvJA0UdKM\nPN/0XvRQXvfbehGxA3gVOGwAcQ8DXskY9f7a2YeZmZmZmZm9XbrDnz39tEmfJ3skDQXuB6ZFxGvV\nc1Hyt/d4Ffkq1iTgOOAo4EBJ5/ZjrB2UlTg/iYixwBJqr4rV+usA5gA3R8SztXPnAp2UV7QGaj/g\nPyOiE/hn4OsAEdEVERdknc8C34+IDU3afzIiTgROy8+nsv38iJi+B+P6nSXpwpx86+ru/k27h2Nm\nZmZmZmbWFn2a7JG0L2Wi556IeCCLfyXpyDx/JND0NaaKCcC6iHghIrYDDwAfkHRKZZPiicBGyl44\nDSOy7CVga7YDmAuMzX1gGu1nVNrNBtZExKzatUyg7P0zMSK29eX6W9hQGcu3gZOa1Pkz4HOSfk6Z\nmDpPuWF0rnRqvBr3L5TXm+pa3YtW5S3b5+TXwZT72N+4LwGHZIx6f+3sYxcRMTsiOiOic599Dmxy\nO8zMzMzMzMz2fn3JxiXgDmBVRNxYOTUfaGTKmgJ8p5dQ64FxKtmyBIzPmEsrmxTPBxYAp0salquB\nTgcW5Oqh7wIfzHjjgZUR8Wal/fQc85coEwLTatcyBriNMtHT2+RUb/4V+Mv8/hfAM/UKEfHJiPjD\niDiW8irXXRFxlaQOSe/JMe0LfAR4ukkf84HJmY3qOGAk8FPgcWBkZq8aTNkIeX6L9o1n9HHgh3kf\n+xU32yzOGLDr825nH2ZmZmZmZmZW09F7FU6lvGK0XNKTWXY1cC1wn6SpwHPAOQCSjgC6gIOAbknT\ngNERsVTSPMqGyTsombFm1zuLiC2SZlImBaBsgrwlv18J3C1pFvACcH69vaQRlJU7q4FluRXOLRFx\nO+W1raHA3CxfHxETe7p4SY8Co4ChkjYAUyNiQV7/PZIuBX4NXJD1O4GLKq9yNbMfsCAnegYBj1Be\nBSNXN3VGxPSIWCHpPmBl3rOLI+LNrPc5ysTYIODrEbEiy2cAXTlxdkfer7WULGmT8x73O27e+3tz\nIu2JjE07+zAzMzMzMzOz3ckLJGxv1DF4uP+wzcxsQJyNy8zM9tS+7/mjvSJ78OsXnenfVXvo9279\nQVv+FvqyssfsXcf/UTczs4EactRp7R6CmZm9y+14o9mWqmb/63iyx8zMzMzMzMx24zeB3r36skHz\n0ZIWS1opaYWkz2f5oZIWSlqT/w7L8lGSlkjaJunyWqxLM8bTkuZI2r9Fn1My7hpJUyrlgyXNlvSM\npNWSPtak7QGSHszzKxrZr/LcZXkdT0laJOkYSSdWsnltkbQuvz+SbX4g6RVJ36v182il3fOS/rXJ\nWI6RtCzrrJB0UeXc+yUtl7RW0s25aXW9vfLc2hzz2N7uUa19q2fU77itxtvOPszMzMzMzMxsd31J\nvb4D+EJEjAbGARdLGg1cBSyKiJHAojyGsoHuJZRU478laXiWd0bECZTNeXfbaFfSocA1wCmUdOTX\nVH7c/x2wOSKOB0YDP24x5hsiYhQwBjhV0llZ/kT2fxIwD7guIpY3snlRsj5dkccTss31lA2qdxER\np1XaLWFnGvaqTcCfZZ1TgKskHZXnvgZ8hpKlaiRwZpP2Z1XOX5htertHVa2e0UDithpvO/swMzMz\nMzMzs5peJ3siYlNELMvvrwOrgOHAJODOrHYncHbW2RwRjwPbm4TrAIZI6gAOAJ5vUucMYGFEbImI\nl4GF7PzR/2ngy9lPd0S82GS8WyNicX5/g5L9a0QeL46IrVn1sUZ5L9e/CHi91XlJBwEfoqRir7d9\nIyK25eF+5P2WdCRwUEQ8linE7yLvX80kSrr2iIjHgEOybU/3qN5+t2fU37i9jLedfZiZmZmZmZlZ\nTV9W9vyWpGMpq2WWAodHxKY89Uvg8J7aRsRGymqf9ZQVL69GxMNNqg4HflE53gAMl3RIHs/MV6Pm\nSuqxz2zzUcpqkLqpwEM9te+jsymrTl7LPjsl3V4Zw9GSnqJc01ci4nnKNW6oxNiQZUi6qPK6V9N7\n0UN5Xatn1N+4Lcfb5j7MzMzMzMzMrKbPkz2ShgL3A9MaExsNuRKjx52b8lWdScBxwFHAgZLO7cdY\nOygrcX4SEWMpr07d0Kpyrh6aA9wcEc/Wzp0LdFJe0dpTn8h+AIiIroi4oHL8i3xt7L3AlN4mqCLi\n1oi49S0YVz1ur8/o3d6HpAsldUnquv2uOc2qmJmZmZmZme31+jTZI2lfykTPPRHR2JvmV/nqTeO1\npM29hJkArIuIFyJiO2WPmw9IOqWy0fFEYCNwdKXdiCx7CdjKzr1x5gJjJQ2qtJ9RaTcbWBMRs2rX\nMoGy98/EyitWAyLpPZR9Zx7srW6u6HkaOC2vp/oKWeMa61rdi1blda2eUX/j9jTedvaxi4iYHRGd\nEdF5wXmfaFbFzMzMzMzM+qo7/NnTT5v0JRuXgDuAVRFxY+XUfKCRSWkK8J1eQq0HxqlkyxIwPmMu\nbWx0HBHzgQXA6ZKG5Wqg04EFuaLju8AHM954YGVEvFlpPz3H/CXgYGBa7VrGALdRJnp6m5zqi48D\n34uI/2x2UtIISUPy+zDgz4Gf5StJr0kal/fiPJrfv/nAeZnZahzl1bdNtLhHLdo3e0b9itvLeNvZ\nh5mZmZmZmZnVdPShzqmUbFTLJT2ZZVcD1wL3SZoKPAecAyDpCKALOAjoljQNGB0RSyXNo2yYvIOS\nGWt2vbOI2CJpJvB4Fs2IiC35/UrgbkmzgBeA8+vtJY2grNxZDSzL7N23RMTtlNe2hgJzs3x9REzs\n6eIlPQqMAoZK2gBMjYjGxMrkvA/V+p3ARfkq1x8D/ygpAFGyhC3Pqp8FvgkMoewd9FC2vyjvw63A\n94EPA2spq5rO7+0e5X5Bt0ZEFy2e0UDithpvm/swMzMzMzMzsxqVBTNme5ftLz7rP2wzMxuQIUed\n1u4hmJnZu9yONzaq3WN4K7z2mdP9u2oPHfTPD7flb6Ff2bjMzMzMzMzMzOydzZM9ZmZmZmZmZmZ7\nkb5s0Hy0pMWSVkpaIenzWX6opIWS1uS/w7J8lKQlkrZJurwW69KM8bSkOZL2b9HnlIy7RtKUSvlg\nSbMlPSNptaSPNWl7gKQH8/wKSddWzl2W1/GUpEWSjpF0YiWb1xZJ6/L7I9nmB5JekfS9Wj/jJS3L\nuv9T0nubjOWwvHe/lnRL7dyPJP2s0vcftLgXX5S0NuueUSk/M8vWSrqqRdv9JH0r6yyVdOxA40o6\nLmOszZiD3wl9mJmZmZmZmdmu+rKyZwfwhYgYDYwDLpY0GrgKWBQRI4FFeQywBbgEuKEaRNLwLO+M\niBOAQZQNjqnVOxS4BjiFktb8msZEEmXj5c0RcTwwGvhxizHfEBGjgDHAqZLOyvInsv+TgHnAdRGx\nvJHNi5L16Yo8npBtrqdsUF33NeCT2e5fgP+rSZ3/BP4euLzJORrt87NbdrC8z5OB9wFnAl9VSTU/\nCPgn4Ky8D5/IunVTgZcj4r3ATcBX9iDuV4CbMtbLGbutfZiZmZmZmdnbqN1py/eGT5v0OtkTEZsi\nYll+fx1YBQwHJgF3ZrU7gbOzzuaIeBzY3iRcBzBEUgdwAPB8kzpnAAsjYktEvAwspEwWAHwa+HL2\n0x0RLzYZ79aIWJzf36Bk/xqRx4sjYmtWfaxR3sv1LwJeb3aKknEMSpr33a4lIn4TEf+TMukzEJOA\neyNiW0Sso2S2Ojk/ayPi2bzGe7Nus/aNZzQPGC9J/Y2bbT6UMaDyvNvch5mZmZmZmZnV9GvPnnx9\nZgywFDg8IjblqV8Ch/fUNiI2Ulb7rAc2Aa9GxMNNqg4HflE53gAMl3RIHs/M16fmSuqxz2zzUcrK\no7qp7EztPRAXAN9XScf+KTIFu6SJkmb0McY38hWuv29MXtTaN70XPZTX/bZeROwAXgUOG0Dcw4BX\nMka9v3b2YWZmZmZmZmY1fZ7skTQUuB+YFhGvVc9Fyd/e4/qkfBVrEnAccBRwoKRz+zHWDspKnJ9E\nxFhgCbVXxWr9dQBzgJsj4tnauXOBTsorWgN1KfDhiBgBfAO4ESAi5kfE9D60/2REnAiclp9P9bO9\n1Ui6UFKXpK7b75rT7uGYmZmZmZmZtUWfJnsk7UuZ6LknIh7I4l9JOjLPHwnstudMzQRgXUS8EBHb\ngQeAD0g6pbJJ8URgI3B0pd2ILHsJ2JrtAOYCY3MfmEb76oqa2cCaiJhVu5YJlL1/JkbEtr5cf52k\n3wf+a0QszaJvAR/oT4xc6dR4Ne5fKK831bW6F63KW7bPya+DKfexv3FfAg7JGPX+2tnHLiJidkR0\nRkTnBed9osntMDMzMzMzM9v79SUbl4A7gFURcWPl1HygkSlrCvCdXkKtB8apZMsSMD5jLq1sUjwf\nWACcLmlYrgY6HViQq4e+C3ww440HVkbEm5X203PMX6JMCEyrXcsY4DbKRE9vk1M9eRk4WNLxefy/\nUfYy6hNJHZLek9/3BT4CPN2k6nxgcmajOg4YCfwUeBwYmdmrBlM2Qp7fon3jGX0c+GHex37FzTaL\nMwbs+rzb2YeZmZmZmZmZ1XT0XoVTKa8YLZf0ZJZdTdmj5j5JU4HngHMAJB0BdFE2L+6WNA0YHRFL\nJc2jbJi8g5IZa3a9s4jYImkmZVIAYEZEbMnvVwJ3S5oFvACcX28vaQRl5c5qYFluhXNLRNxOeW1r\nKDA3y9dHxMSeLl7So8AoYGjuzzM1IhZI+gxwv6RuyuTPp7P+RErGr8bE08/zXgyWdDZl8uo5YEFO\n9AwCHgH+ud4+IlZIug9Ymffs4oh4M+t9jjIxNgj4ekSsyPIZQFdOnN2R92stJUva5LzH/Y6b9/7e\nnEh7ImPTzj7MzMzMzMzs7RNtzCZle0ZeIGF7o+0vPus/bDMzG5AhR53W7iGYmdm73I43Nu4V2YNf\nPX+Cf1ftoYO/8Uhb/hb6lY3LzMzMzMzMzMze2TzZY2ZmZmZmZma2F/Fkj5mZmZmZmZnZXqQv2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l6UJJXZK6br9rTruHY2ZmZmZmZtYWfUq9LmlfykTPPRHxQBb/StKREbEpJ0M29xJmArAuIl7I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\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gA/DhWrvRwJ3Ac8BWYDD/IuCcstbLT0vZgO3LyvFcYK3t2eV8f+AY4M6ylvLhwICkKbZX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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f71ae3dccc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_action_df=pd.DataFrame(test_actions,index=asset_data[:,train_length:,'diff'].index,columns=list(asset_data.items)+['cash'])\n",
    "plt.figure(figsize=(18,30))\n",
    "sns.heatmap(test_action_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 420,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bat     80.0\n",
       "cash    80.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 420,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.abs(test_action_df.shift(1)-test_action_df).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    ""
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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